{"id":"W4405542661","doi":"10.21203/rs.3.rs-5660898/v1","title":"Turning Failures into Opportunities? Unexpected Outcomes of a Failure-Reframing Intervention","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Medical Education and Admissions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Cognitive reframing; Intervention (counseling); Psychology; Business; Psychotherapist; Psychiatry","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":[0.01825837,0.0005682146,0.001090979,0.0009308241,0.003897504,0.003108026,0.00158509,0.002648211,0.01253366],"category_scores_gemma":[0.1319585,0.0004473171,0.0007964764,0.001129255,0.002705397,0.00415764,0.00563128,0.00507056,0.0009508432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002759482,"about_ca_system_score_gemma":0.01022252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003855913,"about_ca_topic_score_gemma":0.00588212,"domain_scores_codex":[0.9855924,0.008127674,0.000742032,0.000801892,0.002023758,0.002712212],"domain_scores_gemma":[0.9307993,0.03761753,0.007148677,0.008107016,0.003729394,0.01259806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.01969705,0.04482183,0.1159595,0.001319872,0.0007552764,0.003097949,0.08045428,0.004678957,0.002238747,0.05644082,0.03552948,0.6350063],"study_design_scores_gemma":[0.01363179,0.055794,0.4026736,0.00373183,0.001772413,0.001816567,0.1695443,0.02028253,0.00849369,0.2523401,0.06901825,0.0009008732],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650767,0.0002948705,0.003264012,0.01539332,0.0008528967,0.0007734334,0.0003384061,0.0002463834,0.01375991],"genre_scores_gemma":[0.9955614,0.00009516776,0.001568274,0.0008629724,0.00007348401,0.0007623106,0.00005312293,0.00003828827,0.0009850479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01825837,"threshold_uncertainty_score":0.09656066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1405538423940867,"score_gpt":0.4877550930414388,"score_spread":0.347201250647352,"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."}}