{"id":"W2282665669","doi":"10.1186/s12888-016-0758-0","title":"Accuracy of reported service use in a cohort of people who are chronically homeless and seriously mentally ill","year":2016,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University; Mental Health Commission; Commission de la santé mentale du Canada","keywords":"Mentally ill; Psychiatry; Cohort; Psychology; Mental illness; Mental health; Medicine; Clinical psychology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008846924,0.0002647031,0.0006637846,0.001208146,0.0005352398,0.001259874,0.0007892516,0.0008243709,0.0007690309],"category_scores_gemma":[0.04211026,0.0004458438,0.001031782,0.001045374,0.0006533072,0.0006345998,0.001105868,0.0008363014,0.0002141002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005244238,"about_ca_system_score_gemma":0.0004698797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01338057,"about_ca_topic_score_gemma":0.01269065,"domain_scores_codex":[0.9936546,0.003372259,0.0008509396,0.0007661795,0.001091643,0.0002643044],"domain_scores_gemma":[0.9689506,0.01097654,0.01340922,0.003106867,0.002888698,0.0006681452],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004483192,0.00006390928,0.996181,0.00003864924,0.0001876352,0.000009511839,0.0003211457,0.0000465735,0.00005017698,0.000008610376,0.00006201576,0.002582511],"study_design_scores_gemma":[0.0000277865,0.0002927637,0.9987961,0.00003211753,0.00009230879,0.00005979676,0.0002586934,0.0002365315,0.00007800009,0.00002552988,0.00009296369,0.000007244091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998449,0.0004019691,0.0001600839,0.00007381165,0.00001580116,0.0000313442,0.0005610771,0.000005350269,0.0003015396],"genre_scores_gemma":[0.9991978,0.0001511559,0.0001348242,0.00003995748,0.00001015345,0.00003315227,0.0003499873,0.000001410938,0.00008161173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9911531,"threshold_uncertainty_score":0.04678756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04012034023034865,"score_gpt":0.3687739198616305,"score_spread":0.3286535796312818,"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."}}