{"id":"W177380980","doi":"10.55016/ojs/jet.v25i1.44289","title":"Neutral and Timeless Truths: A Historical Analysis of Observation and Evaluation in Teacher Training","year":2018,"lang":"en","type":"article","venue":"Journal of educational thought.","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Timeless; Psychology; Training (meteorology); Pedagogy; Mathematics education; Literature; Social psychology; Cognitive psychology; Art; Geography; Neuroscience","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002238416,0.00005580192,0.0002122073,0.0003912172,0.00009481913,0.00002300008,0.00007372583,0.00005085564,0.0001949967],"category_scores_gemma":[0.0008507178,0.00005161801,0.00005090017,0.0007352519,0.0001854479,0.0002302354,0.000004983234,0.0001087489,4.763081e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003222415,"about_ca_system_score_gemma":0.0005387868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002760097,"about_ca_topic_score_gemma":0.001020359,"domain_scores_codex":[0.9988576,0.0003202548,0.0003537259,0.00009442745,0.0002737734,0.0001001931],"domain_scores_gemma":[0.9987696,0.0003543194,0.0003183391,0.00004702754,0.0004427505,0.00006798705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003384457,0.0002513201,0.5495889,0.000008440216,0.000210934,9.678758e-8,0.4196594,0.0000180913,0.0001046465,0.0149135,0.001430764,0.01378005],"study_design_scores_gemma":[0.0002150768,0.00004253006,0.9218015,0.00002276794,0.0002673432,0.000001063119,0.07036808,0.0001903836,0.000007687572,0.002024248,0.005000645,0.0000586646],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617592,0.001399125,0.0000230805,0.03542922,0.0003337166,0.00006325846,6.469545e-7,0.000001621819,0.0009901561],"genre_scores_gemma":[0.9968151,0.000105054,0.001635196,0.00008166628,0.0007602013,0.000004139294,0.000001920308,0.000003213171,0.000593471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3722126,"threshold_uncertainty_score":0.2135077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2934522702537898,"score_gpt":0.4560882109385772,"score_spread":0.1626359406847874,"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."}}