{"id":"W3200118298","doi":"10.15173/ijrr.v4i1.4823","title":"Ethics, Risk and Recovery","year":2021,"lang":"en","type":"article","venue":"International Journal of Risk and Recovery","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Confidentiality; Variety (cybernetics); Autonomy; Context (archaeology); Risk management; Engineering ethics; Subject (documents); Psychology; Ethical issues; Public relations; Political science; Business; Law; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001671447,0.0001033794,0.0002151451,0.0001346831,0.0003815317,0.00002614154,0.0001091772,0.000173195,0.0002602599],"category_scores_gemma":[0.0006981764,0.00008195129,0.00008529525,0.00005442254,0.00004388113,0.0002238925,0.0001169295,0.00131821,0.00002619199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001259952,"about_ca_system_score_gemma":0.0004659574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003600716,"about_ca_topic_score_gemma":0.000337509,"domain_scores_codex":[0.9977899,0.0007053241,0.0007120909,0.0001466352,0.0004484805,0.000197569],"domain_scores_gemma":[0.9965121,0.001769243,0.0008049471,0.00008493495,0.0006237198,0.0002050845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009053831,0.0001573698,0.7885002,0.0002341497,0.0002513771,0.0001241576,0.004071252,0.00003605996,0.00004799378,0.0005843636,0.00685153,0.1982362],"study_design_scores_gemma":[0.007228088,0.001319238,0.3568695,0.004950564,0.0002417348,0.0003740085,0.01243348,0.0001887146,0.0004599848,0.07046228,0.5449513,0.0005210552],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982685,0.004676393,0.001253659,0.001418207,0.007784725,0.0001086926,0.0002403014,0.000006948672,0.001826055],"genre_scores_gemma":[0.7595121,0.2262189,0.003403231,0.006316471,0.002165115,0.000006659235,0.0000814816,0.00002359733,0.002272437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5380998,"threshold_uncertainty_score":0.5727038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1148221597640159,"score_gpt":0.4257986210708607,"score_spread":0.3109764613068449,"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."}}