{"id":"W638388221","doi":"","title":"Building teaching capacities in higher education : a comprehensive international model","year":2010,"lang":"en","type":"book","venue":"","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prologue; Scope (computer science); Library science; Meaning (existential); Conceptual framework; Sociology; Psychology; History; Social science; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005871598,0.0001955916,0.0002100866,0.0003314071,0.0003533126,0.0002734014,0.0005447231,0.0004685118,0.004350957],"category_scores_gemma":[0.0002602628,0.0002186928,0.00006780292,0.00006359803,0.0003030236,0.000707927,0.00006352831,0.001778469,0.0001508701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008320499,"about_ca_system_score_gemma":0.0039383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003247353,"about_ca_topic_score_gemma":0.001536514,"domain_scores_codex":[0.9982864,0.0002361425,0.0003012664,0.0003546679,0.0005748231,0.0002466987],"domain_scores_gemma":[0.9985743,0.0005063314,0.0003477424,0.0002037516,0.0002675362,0.0001003668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000378949,0.00006914477,0.0001461677,0.00001471121,0.00002170183,6.001206e-7,0.03059325,0.0002216366,0.00003627524,0.8864073,0.07849364,0.003991757],"study_design_scores_gemma":[0.00006211339,0.000003375947,0.0001692042,0.0001052753,0.00001333367,6.608553e-7,0.002826628,0.0001133907,9.253307e-7,0.02727653,0.9691935,0.0002350963],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002554863,0.0001063291,0.00009489583,0.01341401,0.005695574,0.0002393262,0.000004305865,0.0001218946,0.9777688],"genre_scores_gemma":[0.01960314,0.00003939382,0.0175802,0.001061499,0.002133333,0.00004900063,0.00004197826,0.00003542747,0.959456],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8906998,"threshold_uncertainty_score":0.9965592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08180085205808348,"score_gpt":0.4110072542924134,"score_spread":0.32920640223433,"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."}}