{"id":"W2142552768","doi":"10.19173/irrodl.v11i1.758","title":"Live, online short-courses: A case study of innovative teacher professional development","year":2010,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Aeronautics and Space Administration","keywords":"Variety (cybernetics); Professional development; Faculty development; Instructional design; Space (punctuation); Teacher education; Educational technology; Pedagogy; Sociology; 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":[0.009559556,0.00007697861,0.0002228183,0.0001365458,0.0003697677,0.00006051409,0.000754553,0.00004595477,0.0003993],"category_scores_gemma":[0.00414029,0.00005225881,0.00001977162,0.0007898383,0.0002858877,0.0001861536,0.0006305728,0.00127955,0.00000281891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005578386,"about_ca_system_score_gemma":0.001133105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003256008,"about_ca_topic_score_gemma":0.005253475,"domain_scores_codex":[0.9972162,0.001001246,0.0004489315,0.0001914521,0.000934111,0.0002080923],"domain_scores_gemma":[0.997903,0.0007203504,0.0001639132,0.0001205655,0.001033059,0.00005904155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001176786,0.002911242,0.6733127,0.0004681374,0.0001262451,0.000242105,0.01756129,0.00001996736,0.0001177172,0.004005032,0.001067163,0.3000507],"study_design_scores_gemma":[0.001096127,0.0002838417,0.05063051,0.005927836,0.0000134763,0.00006294748,0.6611025,0.000260509,0.00003669213,0.0002129376,0.2801702,0.0002023493],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927866,0.0006156523,0.000005980493,0.00305508,0.0001085658,0.000814527,0.00001241923,0.000005700522,0.002595484],"genre_scores_gemma":[0.9974837,0.0009814312,0.0003709421,0.00002664886,0.0000761203,0.00005134661,0.00006529674,0.00000549466,0.0009390567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6435412,"threshold_uncertainty_score":0.5559081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1296093254220057,"score_gpt":0.5267257767201473,"score_spread":0.3971164512981417,"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."}}