{"id":"W3210690908","doi":"10.5539/jel.v10n6p68","title":"A Model of Online Teacher Professional Development in Chemical Subject of Middle School","year":2021,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professional development; The Internet; Psychology; Mathematics education; Pedagogy; Action research; Faculty development; Subject (documents); Medical education; Medicine; Library science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005704103,0.000037375,0.0001378526,0.0001290592,0.00007302356,0.000004926345,0.00006018059,0.00005686608,0.0000811243],"category_scores_gemma":[0.001894597,0.00003451573,0.00002251274,0.0002222962,0.00007698487,0.0000787782,0.00002170592,0.0003312828,4.805821e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001082944,"about_ca_system_score_gemma":0.003651766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002852377,"about_ca_topic_score_gemma":0.00008392428,"domain_scores_codex":[0.9992774,0.00009849689,0.0003205752,0.00005904216,0.0001692453,0.00007527145],"domain_scores_gemma":[0.9991543,0.00007585616,0.000312768,0.00003159508,0.00038298,0.00004247279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006516633,0.002823771,0.409704,0.0001311398,0.00008207768,8.486909e-7,0.3119151,0.0004422512,0.09651921,0.001634963,0.002644608,0.1740369],"study_design_scores_gemma":[0.0007060186,0.00004861344,0.3118784,0.0009492852,0.00002633889,0.00001223693,0.637383,0.0002033803,0.02129137,0.001430759,0.02588513,0.0001853957],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996326,0.0008572328,0.00004857818,0.001731547,0.0002099654,0.00002969821,1.446508e-7,0.000005303523,0.0007915891],"genre_scores_gemma":[0.9818684,0.0001078567,0.01221242,0.00003433504,0.0000660084,0.00000229237,0.000001008301,0.000002678618,0.005704976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3254679,"threshold_uncertainty_score":0.6478077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05827275651521061,"score_gpt":0.3796307739296456,"score_spread":0.321358017414435,"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."}}