{"id":"W6901936809","doi":"10.60692/rq7rf-as736","title":"Long Term Suboxone™ Emotional Reactivity As Measured by Automatic Detection in Speech","year":2013,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Emotion and Mood Recognition","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Emotionality; Opioid; Cue reactivity; Population; Reactivity (psychology); Addiction; Craving; Heroin","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004721382,0.0001938028,0.0002244562,0.000417818,0.0001031601,0.0001468305,0.0001039588,0.0002403292,0.001147509],"category_scores_gemma":[0.00003115575,0.000179627,0.000077274,0.0002797752,0.00002643372,0.001144237,0.0000200964,0.000191634,0.01549513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002342766,"about_ca_system_score_gemma":0.00002170911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000171165,"about_ca_topic_score_gemma":0.000006484734,"domain_scores_codex":[0.9982608,0.0002312219,0.0006722047,0.0001954226,0.0003520751,0.0002882526],"domain_scores_gemma":[0.9990724,0.0000128254,0.0003372605,0.000280506,0.0001919126,0.000105062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001796276,0.0001133692,0.5919805,0.0009915991,0.000204406,0.00001949943,0.09956564,0.00001048309,0.0009994489,0.0001684864,0.001941992,0.3038249],"study_design_scores_gemma":[0.001701931,0.00006365414,0.9878277,0.0001783446,0.00001697766,0.0002561749,0.00509318,0.0008440553,0.0037076,0.000006161868,0.00005306806,0.0002511404],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679319,0.000001968045,0.01093474,0.00005633419,0.0009898822,0.0008308502,0.00002900542,0.0003010319,0.01892434],"genre_scores_gemma":[0.9986547,8.116508e-8,0.00004792362,0.0001387819,0.00006966321,0.0002511285,0.00008160696,0.0000138295,0.0007422662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3958472,"threshold_uncertainty_score":0.9997656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03620067167233323,"score_gpt":0.2484229804992422,"score_spread":0.212222308826909,"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."}}