{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001361686,0.00007463547,0.0001107917,0.0006387621,0.001764025,0.002861187,0.0002416925,0.0006757569,0.006124316],"category_scores_gemma":[0.003215685,0.00007626834,0.000125192,0.0004961411,0.001760766,0.001648106,0.003101579,0.0005701382,0.0009417919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001980581,"about_ca_system_score_gemma":0.004107976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001439815,"about_ca_topic_score_gemma":0.002064469,"domain_scores_codex":[0.998792,0.0005939059,0.00004859717,0.00008814231,0.0002448944,0.0002324722],"domain_scores_gemma":[0.9980717,0.0008321127,0.0001772653,0.0001503527,0.000336057,0.0004325662],"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":[0.0001545776,0.0003644277,0.02875706,0.0007729935,0.000007847726,0.001651237,0.06833778,0.001010876,0.004138825,0.2627401,0.03129651,0.6007679],"study_design_scores_gemma":[0.00003713762,0.0001787764,0.02046968,0.0005027118,0.000007498646,0.002273876,0.04390509,0.001073404,0.003478577,0.03768208,0.8903748,0.00001639214],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.348099,0.01108423,0.01134912,0.02846771,0.0006970798,0.00006585794,0.00007424987,0.0001634215,0.5999994],"genre_scores_gemma":[0.9597886,0.003139625,0.002926425,0.000596282,0.00006908213,0.00002446066,0.00002427271,0.00001616908,0.03341516],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006124316,"threshold_uncertainty_score":0.0204879,"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."}}