{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"360e5d35382c","filters":{"venue":"Papers on Social Representations"}},"results":[{"id":"W2490337713","doi":"","title":"Integration and Multiculturalism: Ways towards social Solidarity","year":2011,"lang":"en","type":"article","venue":"Papers on Social Representations","topic":"Cultural Differences and Values","field":"Psychology","cited_by":202,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Solidarity; Multiculturalism; Plural; Sociology; Meaning (existential); Epistemology; Linguistics; Gender studies; Social psychology; Political science; Psychology; Law; Philosophy; Pedagogy","authors":[{"name":"John W. Berry","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2837314969337377,"gpt":0.4270501896750551,"spread":0.1433186927413175,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01258975,0.0007246938,0.0007406789,0.002681771,0.01393323,0.0216838,0.001862754,0.003645157,0.004949444],"category_scores_gemma":[0.009519149,0.0005239477,0.0007507363,0.002530792,0.07834518,0.01729546,0.02909607,0.00782656,0.0004856819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003798761,"about_ca_system_score_gemma":0.004292459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00200251,"about_ca_topic_score_gemma":0.002226208,"domain_scores_codex":[0.9803826,0.01417029,0.0004015623,0.001133438,0.002424486,0.001487676],"domain_scores_gemma":[0.9929544,0.002740305,0.0009531647,0.001360415,0.000606199,0.001385635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001520609,0.00003010355,0.0006968738,0.00004538241,0.00001555717,0.0001510109,0.165399,0.0000939476,0.0002144931,0.8222344,0.0009127663,0.01019123],"study_design_scores_gemma":[0.00001948987,0.00003802221,0.0006850525,0.0001496684,0.00001042357,0.0001923963,0.0700507,0.0002124521,0.0002142392,0.8789496,0.04945457,0.00002338095],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2151358,0.007433721,0.07115066,0.08121961,0.001175394,0.0001161785,0.00003020558,0.0001453124,0.6235931],"genre_scores_gemma":[0.9884596,0.0007402121,0.00475827,0.001212744,0.0002047719,0.00005782874,0.00001080114,0.00003686382,0.004518974],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0216838,"threshold_uncertainty_score":0.06658179,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2903565856","doi":"","title":"Text Mining Methods for Social Representation Analysis in Large Corpora","year":2011,"lang":"en","type":"article","venue":"Papers on Social Representations","topic":"Social Media and Politics","field":"Social Sciences","cited_by":61,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Computer science; Data science; Representation (politics); Software; Digitization; Sentiment analysis; Information retrieval; Natural language processing","authors":[{"name":"Jean-François Chartier","is_ca":true},{"name":"Jean-Guy Meunier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2188205082425999,"gpt":0.5047090357421659,"spread":0.2858885274995659,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01301072,0.001842796,0.001425153,0.01196077,0.002016591,0.00536293,0.003580245,0.001535515,0.004882713],"category_scores_gemma":[0.04713431,0.001065362,0.002665143,0.01481996,0.002653348,0.007008005,0.003646145,0.00361,0.004742676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001393382,"about_ca_system_score_gemma":0.002377213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00155464,"about_ca_topic_score_gemma":0.00208432,"domain_scores_codex":[0.9860325,0.007006599,0.001630768,0.001681494,0.003459248,0.0001893627],"domain_scores_gemma":[0.9713581,0.02106699,0.001564268,0.00348397,0.002331237,0.0001954303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001080267,0.0001927686,0.002008169,0.001359039,0.000421767,0.0003444372,0.001778659,0.01796933,0.004711197,0.2177649,0.02551404,0.7278276],"study_design_scores_gemma":[0.0001023201,0.00006395834,0.001702687,0.0003598918,0.0001214275,0.0004818912,0.0006848167,0.3228029,0.006489492,0.5678471,0.09922146,0.0001220696],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0006921834,0.000480261,0.9951017,0.000403637,0.00007018186,0.0002674661,0.0004467377,0.001483558,0.001054236],"genre_scores_gemma":[0.01341687,0.0006288842,0.9815242,0.0001368369,0.0001652337,0.00105287,0.001578079,0.0004007305,0.001096377],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01301072,"threshold_uncertainty_score":0.06880814,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2909608845","doi":"","title":"Rethinking Western Muslim Identity with Social Representations","year":2018,"lang":"en","type":"article","venue":"Papers on Social Representations","topic":"Community Health and Development","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Identity (music); Social identity approach; Construct (python library); Social identity theory; Epistemology; Religious identity; Sociology; Identity formation; Depiction; Social group; Social psychology; Consciousness; Politics; Gender studies; Psychology; Political science; Self-concept; Aesthetics; Law; Computer science","authors":[{"name":"Tarek Younis","is_ca":false},{"name":"Ghayda Hassan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1848099624161541,"gpt":0.5119241200348326,"spread":0.3271141576186785,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006066417,0.0003896317,0.000270249,0.001465623,0.003151865,0.007470801,0.001029348,0.001703747,0.002655015],"category_scores_gemma":[0.006064184,0.0001810139,0.0002767557,0.001183949,0.03274345,0.01007125,0.009232332,0.002937485,0.0002872087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001979284,"about_ca_system_score_gemma":0.001626846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003494702,"about_ca_topic_score_gemma":0.003868018,"domain_scores_codex":[0.9965765,0.002654343,0.00006752599,0.0001350787,0.0003377646,0.0002288819],"domain_scores_gemma":[0.9963573,0.00223342,0.0004729495,0.0005423113,0.0002229102,0.0001710602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002683412,0.00002186743,0.00208656,0.00006442465,0.000006577119,0.0001958264,0.2498303,0.0001621713,0.0004160998,0.7303153,0.0007105735,0.01616348],"study_design_scores_gemma":[0.00001680087,0.00008610387,0.006025443,0.0004513328,0.00002917729,0.0005175652,0.3447442,0.002084746,0.0009871195,0.5478512,0.09716874,0.00003761023],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5900821,0.003135241,0.05172306,0.059525,0.0009834344,0.00006078704,0.00005272453,0.00006176403,0.2943758],"genre_scores_gemma":[0.9937685,0.0005070647,0.002389045,0.0007417701,0.0001270232,0.00001725356,0.000009352943,0.00001522619,0.002424893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007470801,"threshold_uncertainty_score":0.03208262,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3026671906","doi":"","title":"“The Possible And The Actual” Endeavour(s) Through Dynamic And Semiotic Model Of Meaning","year":2013,"lang":"en","type":"article","venue":"Papers on Social Representations","topic":"Social Representations and Identity","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Meaning (existential); Semiotics; Epistemology; Field (mathematics); Process (computing); Sociology; Computer science; Philosophy; Mathematics","authors":[{"name":"Élias Rizkallah","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04126226528358819,"gpt":0.3689103923249132,"spread":0.327648127041325,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01223432,0.0007807062,0.0009830976,0.00311051,0.003866338,0.01622388,0.002607914,0.003626836,0.005113353],"category_scores_gemma":[0.01264542,0.0004723422,0.00145994,0.002993352,0.06148727,0.03629551,0.007248115,0.006138843,0.0007394335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004827155,"about_ca_system_score_gemma":0.003979012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001722796,"about_ca_topic_score_gemma":0.001663617,"domain_scores_codex":[0.9885635,0.007898094,0.000334434,0.001184314,0.001539262,0.0004802622],"domain_scores_gemma":[0.9895664,0.006347697,0.0006665176,0.002359569,0.0006416228,0.0004182268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000512058,0.000004616403,0.00009057707,0.00002319022,0.000003729464,0.00001199228,0.003120628,0.00006026574,0.00003552564,0.9947758,0.000382959,0.001485531],"study_design_scores_gemma":[0.000005890939,0.00000811847,0.0001095697,0.00004686878,0.000004726519,0.00004932093,0.003584458,0.0005296347,0.00009018157,0.9836125,0.01195098,0.000007740806],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04965621,0.006685362,0.4708329,0.1154298,0.001410964,0.0001898321,0.0003166125,0.0002154215,0.3552629],"genre_scores_gemma":[0.9257809,0.002304532,0.05960303,0.002556882,0.0004619436,0.0002372045,0.0001386753,0.0001115225,0.008805345],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01622388,"threshold_uncertainty_score":0.06470203,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2552331532","doi":"","title":"Potential Contribution of the Social Representations Theory to HIV Prevention in Uganda: Theoretical and Empirical Issues","year":2015,"lang":"en","type":"article","venue":"Papers on Social Representations","topic":"Social Representations and Identity","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Psychology; Condom; Social psychology; Poverty; Empirical research; Abstinence; Social cognitive theory; Empirical evidence; Cognition; Human immunodeficiency virus (HIV); Developmental psychology; Sociology; Political science; Medicine; Epistemology","authors":[{"name":"John Baptist Ngobi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04248825388902344,"gpt":0.4432919928436912,"spread":0.4008037389546678,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01060975,0.0006430445,0.0007404396,0.003676573,0.003222725,0.007346081,0.001775714,0.002031347,0.00578875],"category_scores_gemma":[0.02270672,0.0005631523,0.0005109624,0.00344833,0.01958633,0.00994819,0.007570019,0.002597541,0.0002292329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003871373,"about_ca_system_score_gemma":0.003383862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004126754,"about_ca_topic_score_gemma":0.00317334,"domain_scores_codex":[0.9920142,0.006594599,0.0001282276,0.0003218064,0.0005057566,0.0004353894],"domain_scores_gemma":[0.9754282,0.02056571,0.00188208,0.0006634485,0.0008940029,0.0005666256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004233985,0.000180873,0.01440345,0.0007308031,0.00005417772,0.000534937,0.0765257,0.0009194538,0.00006987955,0.8425403,0.001235113,0.06276294],"study_design_scores_gemma":[0.00003100658,0.0001084604,0.01827061,0.002628556,0.00005430315,0.0005944101,0.1094124,0.004566125,0.0001495631,0.8362777,0.0278557,0.00005125018],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5722988,0.05540314,0.03615583,0.1057561,0.0007284087,0.0002745171,0.0001424645,0.00003676058,0.2292039],"genre_scores_gemma":[0.9898773,0.005137091,0.002540858,0.0008787155,0.00009946275,0.0001055542,0.00001490673,0.00000508732,0.00134103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01060975,"threshold_uncertainty_score":0.05611038,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}