{"id":"W107957279","doi":"10.1177/104515950101200103","title":"Creating Continuing Professional Online Learning Communities","year":2001,"lang":"en","type":"article","venue":"Adult Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Continuing education; Professional learning community; Online learning; Professional development; Pedagogy; Adult education; Sociology; Adult Learning; Psychology; Mathematics education; Medical education; Computer science; World Wide Web; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001209718,0.0002041061,0.0002808989,0.0001543986,0.002936281,0.0001914408,0.000328482,0.0001769094,0.0008283425],"category_scores_gemma":[0.002282112,0.0002070502,0.000111614,0.000478316,0.0002284428,0.0004995226,0.0001378645,0.001921694,0.000116157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000870493,"about_ca_system_score_gemma":0.0001694126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002786301,"about_ca_topic_score_gemma":0.00305061,"domain_scores_codex":[0.996736,0.001360679,0.0003663233,0.00023755,0.0005752629,0.0007242156],"domain_scores_gemma":[0.9981591,0.0008810017,0.0002910284,0.0001423458,0.0003632582,0.0001633273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004023291,0.0001279393,0.6267448,0.00002030474,0.00003543959,0.00003778235,0.09517038,0.003912333,0.0002611415,0.006821815,0.00009752451,0.2667303],"study_design_scores_gemma":[0.000491901,0.00009628014,0.009006944,0.0004518812,0.00002214359,0.00001012745,0.4556407,0.005133285,0.00001475099,0.0001117433,0.528686,0.0003341621],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.93446,0.0001603637,0.0002587165,0.001431964,0.0002816,0.0001329384,9.416297e-7,0.0005531065,0.06272036],"genre_scores_gemma":[0.9480923,0.0004362718,0.003001434,0.0001530158,0.0009962298,0.00001136397,0.00008175179,0.00004136587,0.04718626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6177378,"threshold_uncertainty_score":0.9983618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01959419271765163,"score_gpt":0.335131296070918,"score_spread":0.3155371033532663,"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."}}