{"id":"W3081279848","doi":"10.1177/0020764020950785","title":"The development and validation of a marginalization index for inpatient psychiatry","year":2020,"lang":"en","type":"article","venue":"International Journal of Social Psychiatry","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Mental health; Conceptualization; Psychology; Psychiatry; Receiver operating characteristic; Mental illness; Index (typography); Addiction; Cluster (spacecraft); Intervention (counseling); Construct (python library); Clinical psychology; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01173062,0.0005320069,0.0005337775,0.003055714,0.001097916,0.001511961,0.001183901,0.0004312291,0.001107922],"category_scores_gemma":[0.03423898,0.0002981468,0.001256185,0.002151942,0.0007616564,0.0008767413,0.00218578,0.0009119509,0.0002254836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004480296,"about_ca_system_score_gemma":0.008518243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03190779,"about_ca_topic_score_gemma":0.06274972,"domain_scores_codex":[0.996198,0.0009907457,0.0006207288,0.0002167033,0.001720735,0.0002529858],"domain_scores_gemma":[0.9824018,0.003979635,0.003527489,0.0009788217,0.007944367,0.001167881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002978494,0.0004490974,0.883643,0.000157286,0.0001290306,0.00006598303,0.002579251,0.0007045133,0.0009805369,0.0005706685,0.00191062,0.1085122],"study_design_scores_gemma":[0.00003972665,0.0004131994,0.9920622,0.00008816129,0.00005147604,0.00006820852,0.0009589072,0.004148346,0.0004141991,0.0002196593,0.001513892,0.00002206905],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808409,0.0002534172,0.00965987,0.0003168723,0.00005048714,0.003297952,0.00120099,0.0001158634,0.004263693],"genre_scores_gemma":[0.9598827,0.0002506243,0.03437762,0.00006517077,0.00002927705,0.00296251,0.001872667,0.00002388813,0.0005353675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03190779,"threshold_uncertainty_score":0.06344414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04460766051598105,"score_gpt":0.4067695633865769,"score_spread":0.3621619028705959,"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."}}