{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001557016,0.00005969815,0.00007044963,0.00004679509,0.003301349,0.0001291954,0.0001521189,0.00002349667,0.000328553],"category_scores_gemma":[0.0003738597,0.00005559925,0.00001800761,0.0002415007,0.0001395824,0.00006514305,0.00004983952,0.0002590491,0.00002427957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001483602,"about_ca_system_score_gemma":0.00113356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006341048,"about_ca_topic_score_gemma":0.0002248229,"domain_scores_codex":[0.9988515,0.0003462171,0.0001404457,0.00015823,0.0002728058,0.0002308521],"domain_scores_gemma":[0.9994971,0.0002754516,0.00007312439,0.00004823389,0.0000259434,0.00008014761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005054676,0.00003636434,0.01940947,0.000003270637,0.000008384041,7.904627e-7,0.6210778,0.000237785,0.00001280024,0.01566853,0.001073382,0.3424664],"study_design_scores_gemma":[0.00008853668,0.000008675469,0.00460511,0.000006472656,0.000002150843,0.000001260859,0.4116974,0.00004637529,0.000002086374,0.00009850141,0.5833809,0.00006248791],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9501032,0.0005948661,0.00002291279,0.006329488,0.0003661705,0.000134493,5.027201e-7,0.00008744576,0.04236097],"genre_scores_gemma":[0.9771302,0.00002591011,0.000177476,0.0007423887,0.00007941297,0.00006468072,0.00001379729,0.000006700308,0.02175944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5823076,"threshold_uncertainty_score":0.9979962,"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."}}