{"id":"W4402104840","doi":"10.55016/ojs/jet.v30i2.52439","title":"Changing Teachers, Changing Times","year":2018,"lang":"en","type":"article","venue":"Journal of educational thought.","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":539,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Mathematics education; Psychology; Computer science","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":[0.004963877,0.0002198674,0.0003105285,0.001448479,0.01333187,0.01501559,0.0007909468,0.004857648,0.02298216],"category_scores_gemma":[0.01573046,0.0003064133,0.0002659761,0.001439338,0.01828721,0.0172637,0.004221876,0.007360618,0.00248259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00878715,"about_ca_system_score_gemma":0.009302007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01373985,"about_ca_topic_score_gemma":0.02834154,"domain_scores_codex":[0.9948727,0.002557516,0.0001517778,0.0005422553,0.0008411017,0.001034506],"domain_scores_gemma":[0.991541,0.002253388,0.0007100662,0.0005209998,0.001449801,0.003524779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001066031,0.0002431794,0.01342197,0.0001964604,0.000020447,0.0008573805,0.1920969,0.0001041036,0.0006428947,0.5432193,0.1840569,0.06503403],"study_design_scores_gemma":[0.00002658047,0.00003660232,0.01036535,0.0002916665,0.00001312117,0.0002780011,0.2072462,0.00007985774,0.0002149241,0.05920879,0.7222085,0.00003035464],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.06764333,0.01323211,0.001768363,0.6416311,0.009080479,0.00003136958,0.0001296264,0.0001066762,0.266377],"genre_scores_gemma":[0.8860397,0.00513439,0.001000729,0.03499532,0.002475673,0.00005165331,0.00007431248,0.0001649336,0.07006311],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02298216,"threshold_uncertainty_score":0.07688296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09730323785314669,"score_gpt":0.4149985072611057,"score_spread":0.3176952694079589,"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."}}