{"id":"W2947716269","doi":"10.55016/ojs/jet.v1i3.43501","title":"A Systemic Analysis of Unit Teaching","year":2018,"lang":"en","type":"article","venue":"Journal of educational thought.","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Unit (ring theory); Psychology; Mathematics education; Pedagogy; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.001726042,0.00005935937,0.0002285642,0.0004722866,0.0002384906,0.00002719024,0.0002487636,0.00004211773,0.0009067928],"category_scores_gemma":[0.001344602,0.00005076543,0.0001714129,0.0008623865,0.0002891454,0.0001748978,0.000009935384,0.0001625237,0.00001687587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001070126,"about_ca_system_score_gemma":0.0008282132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001971014,"about_ca_topic_score_gemma":0.0002732645,"domain_scores_codex":[0.99862,0.0003680123,0.0004042724,0.00007183012,0.0004083503,0.0001274965],"domain_scores_gemma":[0.9979421,0.000577609,0.0005540554,0.00009517259,0.0007381943,0.00009280409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002525285,0.0004180565,0.26729,0.00001850387,0.001495894,2.811184e-7,0.3821854,0.00001991147,0.0002077875,0.3302754,0.01641558,0.001647859],"study_design_scores_gemma":[0.0002291667,0.0001025249,0.3101281,0.0001476488,0.001193694,0.00001177198,0.4620008,0.00001253608,0.00006253865,0.002913292,0.2230239,0.0001740397],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8818361,0.0011474,0.0002414876,0.06822462,0.001805646,0.00007289312,0.000004005014,0.000006711737,0.0466612],"genre_scores_gemma":[0.991554,0.00003822286,0.00189859,0.0001839044,0.002302881,0.000001501303,0.000001485473,0.000004193315,0.004015238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3273621,"threshold_uncertainty_score":0.9928744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1472771132890419,"score_gpt":0.4608872028695371,"score_spread":0.3136100895804952,"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."}}