{"id":"W2160173602","doi":"10.1080/15210960902717718","title":"Guide to New Resources","year":2009,"lang":"en","type":"article","venue":"Multicultural Perspectives","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Library science; Curriculum; Multiculturalism; Sociology; Media studies; State (computer science); Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001240444,0.00009516962,0.000103105,0.00004601157,0.0003520849,0.000109133,0.0001772693,0.0000407968,0.0002573],"category_scores_gemma":[0.000666259,0.00007252871,0.00005866556,0.0002499828,0.0001107871,0.0001497623,0.00001118917,0.00008918782,0.0002207977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001962347,"about_ca_system_score_gemma":0.00004960436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004551218,"about_ca_topic_score_gemma":0.001702157,"domain_scores_codex":[0.9991118,0.00008790876,0.00009853833,0.0002190932,0.0002196837,0.0002629638],"domain_scores_gemma":[0.9994906,0.00004539169,0.00002713398,0.00009070925,0.0001262384,0.0002199583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006138372,0.00003978563,0.0001634128,3.357676e-7,0.000007796184,4.338079e-7,0.9279567,0.000002849439,0.000360406,0.002938937,0.0610133,0.007509904],"study_design_scores_gemma":[0.00008211154,0.00002201281,0.03461718,0.000005087448,0.000003894425,1.866476e-7,0.6167334,2.741747e-7,0.00003554016,0.00007847177,0.3483352,0.00008663577],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2614136,0.001384924,0.00003974443,0.6284578,0.0002906809,0.0003377137,0.00000101893,0.0003302767,0.1077441],"genre_scores_gemma":[0.9124811,0.00002647875,0.003379401,0.001275957,0.001063856,0.000003638225,4.447975e-7,0.000003247561,0.08176587],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6510674,"threshold_uncertainty_score":0.6880111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09629076480515082,"score_gpt":0.4245320394051429,"score_spread":0.3282412745999921,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}