{"id":"W7160404282","doi":"10.1515/9783112206393-010","title":"215From Learned Helplessness to Authentic Dialogue: Rethinking AI, Consciousness, and Education","year":2025,"lang":"","type":"book-chapter","venue":"","topic":"Social Robot Interaction and HRI","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Employment and Social Development Canada","funders":"","keywords":"Learned helplessness; Qualitative research; Action (physics); Agency (philosophy)","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":[0.000705837,0.0005441508,0.0003251161,0.0007524607,0.001352361,0.005824407,0.001198548,0.001655319,0.01095631],"category_scores_gemma":[0.001423461,0.000204792,0.0002577807,0.0004967819,0.01335267,0.005450399,0.002351513,0.003704267,0.001908704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00219422,"about_ca_system_score_gemma":0.002029347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002727395,"about_ca_topic_score_gemma":0.004261084,"domain_scores_codex":[0.9996046,0.0001988499,0.000009638727,0.00005049966,0.00008962635,0.00004678185],"domain_scores_gemma":[0.999314,0.0004576263,0.00002767119,0.00006818485,0.00007351218,0.00005915128],"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":[0.00001125811,0.00002839263,0.0001157597,0.0001656239,0.000004952327,0.00006339057,0.007664326,0.0002280278,0.0004456627,0.9041647,0.02047895,0.06662896],"study_design_scores_gemma":[0.000008396391,0.00002932893,0.0003732344,0.0003808362,0.000007512169,0.0002133681,0.003998685,0.0009826669,0.0007849293,0.6113328,0.3818693,0.00001900165],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01008847,0.06170193,0.06077817,0.03521286,0.002566253,0.00005682134,0.00007930024,0.0004126886,0.8291034],"genre_scores_gemma":[0.511273,0.04478016,0.02975127,0.01002633,0.001820977,0.0002402165,0.0001783927,0.0006664702,0.4012633],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01095631,"threshold_uncertainty_score":0.03665251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04312907420456281,"score_gpt":0.3655774627098382,"score_spread":0.3224483885052754,"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."}}