{"id":"W4401484878","doi":"10.1002/mhw.34149","title":"In Case You Haven't Heard…","year":2024,"lang":"en","type":"article","venue":"Mental Health Weekly","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Quarter (Canadian coin); Corporation; Agency (philosophy); Neglect; Haven; Safe haven; Health care; Psychology; Mental health care; Gerontology; Business; Medicine; Psychiatry; Sociology; Geography; Economic growth; Finance; Economics; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008421947,0.0001647489,0.0002854288,0.0001706851,0.0008846713,0.00001161953,0.00007203705,0.00008803064,0.0008359603],"category_scores_gemma":[0.00001445365,0.0001417869,0.0000589438,0.0002876851,0.00004298945,0.0001538464,0.000130407,0.0005696668,0.001349575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006652985,"about_ca_system_score_gemma":0.0002851383,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007604639,"about_ca_topic_score_gemma":0.00716494,"domain_scores_codex":[0.9978372,0.0003162344,0.0005778121,0.0003286892,0.0001932038,0.000746809],"domain_scores_gemma":[0.9994325,0.0001413017,0.00005480217,0.0001750139,0.00001834854,0.0001780221],"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":[0.00003823816,0.00008227425,0.02540522,0.00113261,0.00001979127,0.001007662,0.01674093,3.052112e-7,0.00001255932,0.00296149,0.9454069,0.007192085],"study_design_scores_gemma":[0.0006208336,0.0002198054,0.007342116,0.0007340264,0.000004174366,0.0001036035,0.009398283,0.00007176433,0.000003515112,0.0005093468,0.9808393,0.0001532836],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2367371,0.006705395,0.00001439251,0.7352395,0.005098346,0.001568468,0.000157473,0.0003057839,0.01417356],"genre_scores_gemma":[0.6798439,0.0007649389,0.0001186797,0.01298054,0.0007440868,0.0002998525,0.00005633849,0.00005942376,0.3051322],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.722259,"threshold_uncertainty_score":0.999428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06924559796074006,"score_gpt":0.4751742103604033,"score_spread":0.4059286123996633,"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."}}