{"id":"W4411405005","doi":"10.1017/9781009592963.005","title":"Dilemmas of Success","year":2025,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Interdisciplinary Cultural and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Psychology","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":[0.02020667,0.001247318,0.001039275,0.002181655,0.01963706,0.02574769,0.00249464,0.009572321,0.01645529],"category_scores_gemma":[0.02379078,0.0005834333,0.000705128,0.001614539,0.07970887,0.02253765,0.02186817,0.01121747,0.004565994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01000562,"about_ca_system_score_gemma":0.009571796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00269467,"about_ca_topic_score_gemma":0.003602678,"domain_scores_codex":[0.9760056,0.01350601,0.0005663944,0.001862486,0.004810566,0.003248953],"domain_scores_gemma":[0.9880856,0.005698897,0.000637827,0.0009209411,0.001716366,0.002940221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005496227,0.00001073717,0.0001189505,0.00002633466,0.000002990607,0.0001531565,0.008037242,0.00007185142,0.00003394626,0.9705334,0.01457933,0.006426559],"study_design_scores_gemma":[0.00000856945,0.00001698547,0.0001269377,0.0001992625,0.000003046468,0.0002634524,0.02011009,0.0001683235,0.00004734082,0.7233969,0.2556421,0.00001701348],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009879717,0.007771214,0.008961984,0.1735297,0.001640105,0.0001031614,0.00003542769,0.00009366857,0.797985],"genre_scores_gemma":[0.775088,0.00733304,0.00848765,0.02970551,0.001806391,0.0006545288,0.00008989409,0.0003130301,0.176522],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02574769,"threshold_uncertainty_score":0.1068644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02884416602905966,"score_gpt":0.255725943488992,"score_spread":0.2268817774599323,"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."}}