{"id":"W2012032157","doi":"10.5430/wje.v1n1p15","title":"Taiwanese Preschool Teacher Education Students’ Attributions for Studying, Occupational Knowledge, and Initial Teaching Commitment","year":2011,"lang":"en","type":"article","venue":"World Journal of Education","topic":"Teacher Professional Development and Motivation","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attribution; Psychology; Knowledge level; Social psychology; Mathematics education","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":[],"consensus_categories":[],"category_scores_codex":[0.00199244,0.000103484,0.0001329075,0.000334595,0.0007523901,0.00007324907,0.0002159243,0.00005581141,0.0001868609],"category_scores_gemma":[0.0005786419,0.0000966846,0.00005604186,0.0001748693,0.00006629791,0.000604231,0.00003644209,0.0002493224,0.000005352349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003766628,"about_ca_system_score_gemma":0.003047366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001406413,"about_ca_topic_score_gemma":0.0004380057,"domain_scores_codex":[0.9985726,0.0003660912,0.000419976,0.0001292468,0.0003517605,0.0001602522],"domain_scores_gemma":[0.9985722,0.000173031,0.0004114353,0.00007581185,0.0006203705,0.0001471112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001346274,0.004142545,0.705221,0.00002859139,0.00006847642,1.366778e-7,0.074057,4.171918e-7,0.00005617314,0.04205538,0.06535596,0.1088797],"study_design_scores_gemma":[0.0004711798,0.00006999137,0.8385582,0.0001885783,0.00006287983,0.000002363814,0.01579767,0.000001309706,0.00003213701,0.005598205,0.1390891,0.0001284266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679596,0.0009501404,0.001864915,0.001613021,0.004099516,0.0009780936,0.00000374781,0.00002395875,0.02250694],"genre_scores_gemma":[0.9799274,0.0000371604,0.005735576,0.0001345171,0.001225318,0.00009592341,0.00003002287,0.000009959794,0.01280414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1333372,"threshold_uncertainty_score":0.5786853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1028037328521204,"score_gpt":0.4375480989190065,"score_spread":0.3347443660668861,"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."}}