{"id":"W6911165276","doi":"10.5281/zenodo.10952368","title":"TEACHER PROFESSIONAL DEVELOPMENT IN THE DIGITAL AGE","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Transformative learning; Professional development; Work (physics); Set (abstract data type); Quality (philosophy); Intersection (aeronautics); Position (finance); Linkage (software)","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001291514,0.00005059471,0.00003741576,0.0001349021,0.001497583,0.001306697,0.0004803364,0.00003743486,0.00577717],"category_scores_gemma":[0.0005787296,0.00004057867,0.00001563009,0.0007100629,0.0001318325,0.0003007274,0.0001095039,0.0002182359,0.003868172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001603469,"about_ca_system_score_gemma":0.00002605055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001531158,"about_ca_topic_score_gemma":0.000002891081,"domain_scores_codex":[0.9988801,0.0002387528,0.000131034,0.0001628082,0.0004006177,0.000186639],"domain_scores_gemma":[0.9996828,0.00004457736,0.00001965162,0.00009317985,0.0001212144,0.00003853397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000843663,0.0001803598,0.00003201852,0.00003045591,0.00001146984,0.00001165306,0.1183622,0.000001856998,0.000100382,0.2907446,0.4010421,0.1894744],"study_design_scores_gemma":[0.00004344713,0.00001178977,0.002274019,0.00002943015,0.000001019782,0.000004099954,0.01231363,0.00001079343,0.000008051621,0.0007902561,0.9844574,0.00005608005],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08005408,0.00009737581,0.0001771678,0.02260126,0.0004557743,0.0004238905,0.00001709604,0.0004298688,0.8957435],"genre_scores_gemma":[0.98813,0.000006394717,0.00003790556,0.0002648513,0.0002697218,8.653535e-8,0.0005383234,0.0001595927,0.01059316],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9080759,"threshold_uncertainty_score":0.9998024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08692240839122599,"score_gpt":0.3297574175836984,"score_spread":0.2428350091924724,"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."}}