{"id":"W4229046496","doi":"10.1093/med/9780197555804.001.0001","title":"Paradigms Lost, Paradigms Found","year":2022,"lang":"en","type":"book","venue":"Oxford University Press eBooks","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Stigma (botany); Mental illness; Substance use; Mental health; Disadvantage; Psychology; Social stigma; Social psychology; Psychiatry; Medicine; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00088642,0.000791222,0.000528177,0.001313007,0.003771894,0.01052301,0.0009580585,0.001634694,0.05695033],"category_scores_gemma":[0.00318643,0.0003987224,0.0006187842,0.001107682,0.006495361,0.01120372,0.003936241,0.006781955,0.01992683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004971507,"about_ca_system_score_gemma":0.003076591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003512076,"about_ca_topic_score_gemma":0.00671105,"domain_scores_codex":[0.9988393,0.0002617748,0.00004169292,0.000158769,0.0005710315,0.0001274395],"domain_scores_gemma":[0.9992064,0.0002548303,0.00003578511,0.00009110812,0.0002439368,0.0001681004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002525626,0.00003249004,0.00008919986,0.000186286,0.000004891939,0.000191337,0.002191501,0.0001042269,0.000248435,0.2215348,0.7076232,0.0677685],"study_design_scores_gemma":[0.000002554864,0.000007139563,0.0000543532,0.0001461514,0.000001343279,0.0001308167,0.0006103156,0.00003037924,0.00003245535,0.01867898,0.9803014,0.000004015556],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009850755,0.02808962,0.002620473,0.03015886,0.02008877,0.00006437579,0.0001267543,0.0002326949,0.9176334],"genre_scores_gemma":[0.01454556,0.01577977,0.001683987,0.01597577,0.00295653,0.00008034115,0.0001560729,0.0003190839,0.9485028],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05695033,"threshold_uncertainty_score":0.1905178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04798975808008657,"score_gpt":0.2915091962970893,"score_spread":0.2435194382170028,"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."}}