{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002817463,0.0006183029,0.00163196,0.0005183936,0.0005586368,0.0003472928,0.0006754469,0.0002308336,0.005656914],"category_scores_gemma":[0.0001466882,0.0006299157,0.0009146762,0.001341467,0.0001285209,0.0007848637,0.0002464363,0.001901515,0.005244082],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005068445,"about_ca_system_score_gemma":0.01797645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004433811,"about_ca_topic_score_gemma":0.0006736061,"domain_scores_codex":[0.9914302,0.001338728,0.002942856,0.0005389019,0.00222026,0.001529037],"domain_scores_gemma":[0.9916335,0.0001020074,0.003461243,0.0006451705,0.0005637816,0.003594305],"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":[0.00122239,0.001541577,0.002364585,0.0005623539,0.0005770031,0.002519861,0.008884646,0.00002315628,0.00854188,0.0003950823,0.8472675,0.1260999],"study_design_scores_gemma":[0.009929909,0.004569905,0.01113417,0.00524796,0.0002270815,0.01415288,0.01068282,0.00007164113,0.004299421,0.0004283199,0.9384592,0.0007967181],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4287619,0.2854398,0.001188936,0.237328,0.02682525,0.001829673,0.001726702,0.0001379507,0.01676172],"genre_scores_gemma":[0.8471595,0.03033241,0.04171099,0.02239899,0.01238319,0.000002182919,0.0001587223,0.0008951243,0.04495888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4183976,"threshold_uncertainty_score":0.9996152,"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."}}