{"id":"W4248555944","doi":"10.1080/19359705.2021.1858616","title":"A new hope","year":2021,"lang":"ca","type":"article","venue":"Journal of Gay & Lesbian Mental Health","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Psychology; Psychotherapist","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":[0.01197546,0.001043741,0.001297512,0.00165416,0.01097932,0.01787824,0.002399953,0.0166068,0.060111],"category_scores_gemma":[0.02782615,0.0004775433,0.001407637,0.0007512255,0.01539892,0.02268755,0.0135803,0.03261116,0.01713269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004004491,"about_ca_system_score_gemma":0.01790314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002812887,"about_ca_topic_score_gemma":0.006673485,"domain_scores_codex":[0.993354,0.002407323,0.0002715697,0.0006538465,0.001803794,0.001509536],"domain_scores_gemma":[0.9748456,0.0046279,0.0006718541,0.001852128,0.004119293,0.0138832],"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":[0.00006152495,0.0000968834,0.0003428075,0.0001207994,0.0000210757,0.0002509889,0.0006645645,0.00003959445,0.0001138533,0.1083037,0.856887,0.03309726],"study_design_scores_gemma":[0.00004417492,0.00004975049,0.0002189132,0.0003984091,0.00001474177,0.0002843501,0.002585879,0.00007230188,0.00006934754,0.09468816,0.9015408,0.00003322844],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0006653705,0.01643476,0.0008739698,0.8466563,0.1005531,0.00002245655,0.00009238477,0.00009674208,0.03460483],"genre_scores_gemma":[0.03387534,0.01935672,0.002236224,0.750718,0.06726909,0.0001505174,0.0002594697,0.0002012624,0.1259333],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.060111,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03611671098594871,"score_gpt":0.3644727524100151,"score_spread":0.3283560414240664,"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."}}