{"id":"W4206393298","doi":"10.1002/aet2.10722","title":"The Learning Loop: Conceptualizing Just‐in‐Time Faculty Development","year":2022,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"E-Learning and COVID-19","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Loop (graph theory); Mathematics education; Psychology; Computer science; Mathematics","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":[0.01826492,0.0007850616,0.0002731601,0.003723176,0.004596306,0.01327313,0.003073388,0.004008372,0.007681488],"category_scores_gemma":[0.02694468,0.0004556837,0.000749365,0.002026847,0.0370486,0.01994556,0.007716463,0.003280434,0.0009521935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008489192,"about_ca_system_score_gemma":0.01235713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002505507,"about_ca_topic_score_gemma":0.001915359,"domain_scores_codex":[0.983225,0.01343717,0.0004749464,0.0008441486,0.001066485,0.0009522387],"domain_scores_gemma":[0.9599661,0.02934162,0.003108407,0.002043144,0.002196287,0.003344409],"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":[0.00004464831,0.0001105808,0.00290177,0.000783646,0.00001738833,0.0004599138,0.1211241,0.001403732,0.0003450108,0.8227863,0.002407435,0.04761548],"study_design_scores_gemma":[0.00009367317,0.0003377636,0.001821346,0.001959401,0.00005125431,0.0008316833,0.09611079,0.006208895,0.0008007886,0.6392771,0.2524366,0.00007077487],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1085309,0.01071561,0.405214,0.04569913,0.001068384,0.001695774,0.0001710378,0.0006633435,0.4262419],"genre_scores_gemma":[0.927456,0.002365438,0.05487994,0.001756635,0.0001919729,0.001084919,0.00006951094,0.0001514034,0.01204424],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01826492,"threshold_uncertainty_score":0.09659529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1026032768489432,"score_gpt":0.3895271828527891,"score_spread":0.2869239060038459,"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."}}