{"id":"W4363676051","doi":"10.20343/teachlearninqu.11.14","title":"Reimagining the 4M Framework in Educational Development for SoTL","year":2023,"lang":"en","type":"article","venue":"Teaching & Learning Inquiry The ISSOTL Journal","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; York University","funders":"","keywords":"Vision; Situated; Work (physics); Sociology; Pedagogy; Computer science; Engineering","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02413566,0.0008387135,0.000494038,0.004857081,0.007037196,0.01290127,0.003243854,0.004829114,0.004523871],"category_scores_gemma":[0.01622217,0.0005331933,0.001008053,0.003061153,0.04324848,0.01473566,0.01349037,0.008027622,0.001135254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02153058,"about_ca_system_score_gemma":0.02575046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01415347,"about_ca_topic_score_gemma":0.01871335,"domain_scores_codex":[0.9734836,0.02025688,0.001152797,0.001266311,0.002550777,0.001289748],"domain_scores_gemma":[0.9815571,0.01005091,0.001152824,0.002268221,0.002965551,0.002005385],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007152526,0.0000282151,0.0006114054,0.0001184542,0.000003440087,0.0001317028,0.01288887,0.0006253531,0.0001075422,0.9681666,0.001278053,0.01603329],"study_design_scores_gemma":[0.00001969717,0.00007286017,0.0009279711,0.001011002,0.00001224569,0.0003258591,0.02506279,0.005279046,0.0003815223,0.7492538,0.2176128,0.00004040695],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03107392,0.003663799,0.5809001,0.1184365,0.0008378943,0.0005135092,0.0001000099,0.0005017415,0.2639726],"genre_scores_gemma":[0.6355991,0.002172215,0.3324703,0.00556306,0.0002387925,0.001269935,0.0001290176,0.0002537064,0.02230393],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9758644,"threshold_uncertainty_score":0.156216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05619853700323173,"score_gpt":0.3406651106840431,"score_spread":0.2844665736808114,"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."}}