{"id":"W2995785247","doi":"10.1503/jpn.190198","title":"We need an operational framework for heterogeneity in psychiatric research","year":2019,"lang":"en","type":"editorial","venue":"Journal of Psychiatry and Neuroscience","topic":"Mental Health Research Topics","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Canadian Institutes of Health Research; Killam Trusts; Dalhousie University; Nova Scotia Health Research Foundation; Genome Canada","keywords":"Psychiatry; Data sharing; Psychology; MEDLINE; Data science; Medicine; Computer science; Alternative medicine; Political science; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005761047,0.0002555941,0.0005178937,0.00102546,0.0003655302,0.000200976,0.001180908,0.0007902911,0.00006441211],"category_scores_gemma":[0.00151314,0.0002216128,0.0001403743,0.000883507,0.0002820911,0.0003185788,0.0001200447,0.003823908,0.00001333017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000124556,"about_ca_system_score_gemma":0.002164165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003742573,"about_ca_topic_score_gemma":0.0001056035,"domain_scores_codex":[0.9944685,0.001089903,0.001029017,0.0007206142,0.001861087,0.0008309045],"domain_scores_gemma":[0.9962014,0.001835766,0.000535397,0.0005209394,0.0004534884,0.0004530073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001664574,0.001051025,0.01254285,0.0006537252,0.00001174584,0.00002618361,0.0004225076,0.00002334448,0.00009506974,0.02075096,0.9611609,0.001597125],"study_design_scores_gemma":[0.004199908,0.01461583,0.01876498,0.0008286386,0.00003383352,0.0001687638,0.0008950293,0.0002699592,0.00002079213,0.04350546,0.9160687,0.0006281146],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.04337772,0.003638382,0.0006476002,0.005561989,0.9456193,0.000839815,0.000127087,0.000006963498,0.0001811167],"genre_scores_gemma":[0.01418059,0.003411946,0.01501008,0.0009166285,0.9648366,0.0000834477,0.00001833741,0.00009081615,0.00145157],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04509219,"threshold_uncertainty_score":0.9984743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1387671333499137,"score_gpt":0.516807877983819,"score_spread":0.3780407446339052,"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."}}