{"id":"W6922128193","doi":"10.11575/prism/40509","title":"Online learning and teaching from kindergarten to graduate school","year":2022,"lang":"en","type":"other","venue":"PRISM (University of Calgary)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Variety (cybernetics); Online learning; Discipline; Modalities; Eleventh; Online teaching; Higher education; Teacher education; Educational technology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009634781,0.0003118621,0.0003492135,0.001691338,0.003728589,0.008251388,0.001142764,0.0008307991,0.02206605],"category_scores_gemma":[0.003008928,0.0002474251,0.0002607305,0.002824954,0.002550675,0.004520256,0.004684212,0.002005783,0.003830072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006606297,"about_ca_system_score_gemma":0.01002181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04784859,"about_ca_topic_score_gemma":0.1618971,"domain_scores_codex":[0.9985843,0.0001862124,0.00006173609,0.0001342987,0.0006562163,0.0003771269],"domain_scores_gemma":[0.9980489,0.000487332,0.0001207527,0.0001327098,0.0003345361,0.0008757102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004554805,0.0001943879,0.00577129,0.0004120254,0.000008238092,0.0001802687,0.07412357,0.0002073705,0.0008736948,0.04292421,0.1779896,0.6972699],"study_design_scores_gemma":[0.000004367607,0.00005343805,0.01656828,0.0008920975,0.000007408713,0.0001346855,0.04505704,0.00005106545,0.0005475438,0.005011504,0.9316555,0.00001711456],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08664399,0.03164681,0.00251683,0.03387873,0.004012604,0.0001495751,0.0008042807,0.0005471167,0.8398001],"genre_scores_gemma":[0.515954,0.05481574,0.006066878,0.005513958,0.001912166,0.0002001084,0.001094728,0.0005496606,0.4138927],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04784859,"threshold_uncertainty_score":0.09514016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02688919365597811,"score_gpt":0.1926391701695428,"score_spread":0.1657499765135647,"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."}}