{"id":"W4411618294","doi":"10.51847/hrmu2uu7yh","title":"10.51847/hRMU2uu7Yh","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Diverse Education Studies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Field dependence; Cognitive style; Field (mathematics); Psychology; Style (visual arts); Cognition; Mathematics education; Cognitive psychology; Mathematics; Physics; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000156395,0.0000466482,0.00006715133,0.00002432234,0.0003735932,0.00003859425,0.0001306565,0.00002962761,0.9955404],"category_scores_gemma":[0.00002577514,0.00003591495,0.00003247127,0.0001940481,0.00006886781,0.00007364853,0.00001771912,0.00002991334,0.9859872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004259036,"about_ca_system_score_gemma":0.00004926834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004879806,"about_ca_topic_score_gemma":0.000003478746,"domain_scores_codex":[0.9994522,0.00002007656,0.00006714211,0.00009909723,0.0001720492,0.000189415],"domain_scores_gemma":[0.9997312,0.00001740616,0.00001235927,0.00008584338,0.00004020132,0.0001129461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005511668,0.00002213764,7.788501e-7,5.035033e-7,0.000006543593,4.376007e-7,0.001052152,0.000002972811,4.852591e-7,0.00004938142,0.1547119,0.8441471],"study_design_scores_gemma":[0.00004814109,0.00001817636,0.00008917318,0.000002827481,0.000003780537,1.260392e-7,0.0002570378,8.82854e-7,5.190587e-7,0.000006368778,0.999508,0.00006492498],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00121507,0.00002525599,5.90818e-8,0.002733248,0.00001441562,0.00009240578,0.000002943298,0.00006398311,0.9958526],"genre_scores_gemma":[0.0004590613,0.000003928646,0.00002899822,0.0001331411,0.0003020971,0.000007563874,0.00000161891,0.000004216699,0.9990594],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8447961,"threshold_uncertainty_score":0.2873414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01255999486823924,"score_gpt":0.2434661222323414,"score_spread":0.2309061273641021,"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."}}