{"id":"W103996926","doi":"10.1177/070674370905400802","title":"Reduction in Psychiatry","year":2009,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Reduction (mathematics); Psychiatry; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005516954,0.0001281776,0.0001727732,0.0003362644,0.0005815263,0.0001221685,0.0003312115,0.00005848161,0.001085204],"category_scores_gemma":[0.000007225401,0.00009070007,0.0001184456,0.0001102141,0.0001364311,0.0001920207,0.000002079289,0.0005085802,0.00005533706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001094597,"about_ca_system_score_gemma":0.002767941,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01268702,"about_ca_topic_score_gemma":0.7869362,"domain_scores_codex":[0.9987332,0.00008052616,0.0005457829,0.00009822629,0.0001732901,0.0003690346],"domain_scores_gemma":[0.9990659,0.000008916833,0.0002660936,0.0001946968,0.00006975433,0.0003945876],"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":[0.00006353732,0.00006309834,0.01124507,0.00002195381,0.00001363459,0.000004716881,0.00599211,0.00001381261,8.567196e-7,0.8385574,0.1402162,0.003807585],"study_design_scores_gemma":[0.001316131,0.0008796603,0.04399061,0.0003980644,0.00005032762,0.0004890029,0.0130514,0.000009498415,0.000002388257,0.7356205,0.203862,0.000330408],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5004219,0.01170485,0.000004548904,0.2972914,0.05952257,0.0003135798,0.00002201922,0.00001701571,0.1307021],"genre_scores_gemma":[0.9879996,0.00002397968,0.0006804282,0.004889116,0.00542374,0.000001072763,0.00000210613,0.00001205998,0.0009679102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7742493,"threshold_uncertainty_score":0.9998279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02365230038841606,"score_gpt":0.2527235566955714,"score_spread":0.2290712563071553,"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."}}