{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001337444,0.0001901104,0.0001925561,0.001700426,0.002426961,0.004134543,0.0005085281,0.0007309379,0.01552559],"category_scores_gemma":[0.002659921,0.0001188552,0.0003660809,0.001549112,0.00783434,0.003477661,0.001823235,0.001041439,0.000727852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004831952,"about_ca_system_score_gemma":0.002232921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003249717,"about_ca_topic_score_gemma":0.002766679,"domain_scores_codex":[0.9985585,0.0008569307,0.00003544019,0.0001797053,0.000206641,0.0001628311],"domain_scores_gemma":[0.9984498,0.0006886773,0.0001675822,0.0001947642,0.0003201624,0.000178987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002214796,0.000004649569,0.0001829682,0.00001008878,0.000001457868,0.0000179473,0.0007264995,0.0002810615,0.00003903402,0.9944491,0.0006788243,0.003606277],"study_design_scores_gemma":[0.00000850158,0.00001675246,0.0008998991,0.00003549991,0.000005678307,0.00005622854,0.001937625,0.003791652,0.0001176918,0.9562318,0.03689421,0.000004397755],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05616107,0.001990377,0.1091231,0.008545754,0.0001440791,0.00009839911,0.0001852332,0.000208989,0.8235429],"genre_scores_gemma":[0.9634198,0.0005898628,0.01210174,0.0002713515,0.0000962998,0.00009989605,0.0000798246,0.00005327443,0.02328807],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01552559,"threshold_uncertainty_score":0.05193824,"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."}}