{"id":"W1489559584","doi":"","title":"Removing Barriers to Professional Development","year":2003,"lang":"en","type":"article","venue":"THE journal","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professional development; Scope (computer science); Criticism; Class (philosophy); Resistance (ecology); Pedagogy; Early adopter; Psychology; Engineering ethics; Public relations; Sociology; Knowledge management; Political science; Computer science; Engineering; Business; Marketing","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003026282,0.00003918451,0.00004501865,0.00003375632,0.002007342,0.00004532449,0.0001611405,0.00002544873,0.001254996],"category_scores_gemma":[0.0009429005,0.00002391446,0.00001827764,0.0001448779,0.00003052803,0.00007935976,0.00001647122,0.0002752581,0.00008123898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000792198,"about_ca_system_score_gemma":0.001802416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008445955,"about_ca_topic_score_gemma":0.0001084569,"domain_scores_codex":[0.9988491,0.0004513059,0.000110499,0.00004154369,0.0003265686,0.0002209692],"domain_scores_gemma":[0.9995273,0.00007435501,0.00004820874,0.00004341158,0.00005317138,0.0002535525],"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":[0.0001028424,0.0001072373,0.03473927,0.000009235601,0.0001037462,0.00005348438,0.3806786,0.0008171651,0.002930812,0.03256029,0.1046501,0.4432473],"study_design_scores_gemma":[0.00006021817,0.000007891077,0.001098329,0.00002073159,0.00000332601,0.00001567659,0.02683112,0.000001781941,0.0001834733,0.0005094699,0.9712194,0.00004863731],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9420293,0.0000819391,0.0005768712,0.01050108,0.00130473,0.00008600864,1.053462e-7,0.00002094548,0.04539901],"genre_scores_gemma":[0.9568664,0.00002719268,0.01275519,0.001128543,0.0005476424,0.000001299639,1.158476e-7,0.000007793888,0.02866581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8665693,"threshold_uncertainty_score":0.999658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02040800844126183,"score_gpt":0.3344388248474223,"score_spread":0.3140308164061604,"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."}}