{"id":"W4409753667","doi":"10.5463/thesis.1051","title":"Reframing AI","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek; McGill University","keywords":"Cognitive reframing; Psychology; Psychotherapist","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01111784,0.001192219,0.0008135368,0.003361041,0.007414972,0.0164059,0.003729298,0.005878788,0.01246736],"category_scores_gemma":[0.01759965,0.0005074948,0.001165337,0.002375373,0.04801583,0.0278402,0.01262456,0.01259026,0.003191257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00970016,"about_ca_system_score_gemma":0.005086287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006362766,"about_ca_topic_score_gemma":0.004471872,"domain_scores_codex":[0.9862938,0.008594426,0.0004204626,0.0017623,0.001984823,0.0009442993],"domain_scores_gemma":[0.9873714,0.008640708,0.0003842046,0.001957749,0.001064349,0.0005815513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001057625,0.000007981264,0.0001071687,0.00005847591,0.000004343665,0.00006221553,0.009287427,0.0002611948,0.00009019543,0.9755105,0.005417791,0.009182058],"study_design_scores_gemma":[0.000006911903,0.00001592156,0.00009349963,0.0002209908,0.000005296766,0.0001636898,0.006614855,0.0009376309,0.0001819276,0.5037299,0.4880095,0.00001988762],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01149302,0.02741778,0.1026525,0.1823707,0.0079233,0.0001011927,0.0001836303,0.0005436715,0.6673142],"genre_scores_gemma":[0.7221023,0.02770028,0.06783135,0.04191631,0.006502693,0.000531096,0.0004907767,0.001149955,0.1317752],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.992585,"threshold_uncertainty_score":0.07037997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03393891347020599,"score_gpt":0.438372049616408,"score_spread":0.404433136146202,"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."}}