{"id":"W2153387941","doi":"10.1016/s0361-476x(02)00057-7","title":"Exploring adolescent decision making about equity: Ill-structured problem solving in social studies","year":2003,"lang":"en","type":"article","venue":"Contemporary Educational Psychology","topic":"Educational Strategies and Epistemologies","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Psychology; Equity (law); Social psychology; Developmental 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008461244,0.0003332881,0.0004771407,0.0003660444,0.0003700831,0.00005950644,0.0004142784,0.0002025363,0.001371632],"category_scores_gemma":[0.0004178293,0.0003300296,0.0001293292,0.0004811671,0.0003162039,0.0003403101,0.0000995868,0.0004578079,0.0001973965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002672954,"about_ca_system_score_gemma":0.0004060314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003093599,"about_ca_topic_score_gemma":0.00002950563,"domain_scores_codex":[0.9970216,0.0004102001,0.0008679825,0.00081062,0.0002757426,0.0006138806],"domain_scores_gemma":[0.9982759,0.0006516422,0.0003258924,0.0003830465,0.0002793144,0.00008417277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004698884,0.001205953,0.2743929,0.0001580987,0.0003155268,0.00004545216,0.01517048,0.00003116133,0.0001699575,0.4301992,0.2349739,0.04286749],"study_design_scores_gemma":[0.0008495392,0.00007307337,0.821937,0.0002003984,0.00001033464,0.00007905653,0.01214095,5.892086e-7,0.000006115371,0.1349967,0.02934444,0.0003617509],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7623022,0.01836146,0.0002022229,0.01362665,0.0107923,0.0007253836,0.00001724603,0.0001011261,0.1938714],"genre_scores_gemma":[0.9923551,0.0001914384,0.002217295,0.003134647,0.0008303966,0.0004443734,0.00003366257,0.00004016821,0.0007528872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5475441,"threshold_uncertainty_score":0.9999152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4003084597299359,"score_gpt":0.4888608494230823,"score_spread":0.08855238969314638,"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."}}