{"id":"W3202658991","doi":"10.1921/gpwk.v29i2.1307","title":"We ARTogether","year":2020,"lang":"en","type":"article","venue":"Groupwork","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Sociology; The arts; Work (physics); Gender studies; Public relations; Psychology; Political science; Engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006800746,0.00005325371,0.00008336683,0.00001402572,0.0005725846,0.0001276736,0.0004801044,0.0000627416,0.002398014],"category_scores_gemma":[0.0006774414,0.00004763431,0.00005185869,0.0007693869,0.0005089387,0.0002010117,0.00006056808,0.0001315593,0.0009922826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004158912,"about_ca_system_score_gemma":0.0001242519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005600566,"about_ca_topic_score_gemma":0.0002448486,"domain_scores_codex":[0.9984217,0.00022737,0.00009028547,0.0001884085,0.0006767752,0.0003954782],"domain_scores_gemma":[0.9993624,0.0001427381,0.00002928984,0.00007975406,0.00003404226,0.0003517531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002455612,0.00004501379,0.02928099,0.00001090275,0.000020258,0.00002858056,0.2991861,0.000009493733,0.0004279398,0.3506787,0.1586096,0.1616779],"study_design_scores_gemma":[0.00005257912,0.00002405551,0.0008613635,0.00000543584,0.000001545274,4.905397e-8,0.01338084,0.00001778412,0.00003113643,0.009439855,0.9761004,0.00008492318],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02944811,0.0005134504,0.0006423015,0.191424,0.0004551719,0.0002687841,0.000001894213,0.0002551837,0.7769911],"genre_scores_gemma":[0.9934748,0.0002597074,0.0006124544,0.001876653,0.001543426,0.00001084372,3.410482e-7,0.000006630218,0.002215107],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9640267,"threshold_uncertainty_score":0.9997855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1367694239440944,"score_gpt":0.4007911139780029,"score_spread":0.2640216900339086,"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."}}