{"id":"W7061616345","doi":"","title":"The professionalisation of academics as teachers in higher education: science position paper","year":2012,"lang":"en","type":"book","venue":"Nottingham Trent University's Institutional Repository (Nottingham Trent Repository)","topic":"Thermal Analysis in Power Transmission","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Social Sciences and Humanities Research Council","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Liquation; Diafiltration; Emperipolesis; Triacetin; Durvalumab","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.000810119,0.0008041972,0.0006772584,0.001017254,0.002018461,0.0001493691,0.001393495,0.0008866549,0.0001029599],"category_scores_gemma":[0.00006306273,0.0007382761,0.0004853451,0.0008932002,0.001458709,0.001275631,0.0002592442,0.00175967,0.00002850956],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005487073,"about_ca_system_score_gemma":0.003668402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001001843,"about_ca_topic_score_gemma":0.00001058207,"domain_scores_codex":[0.9946824,0.0002606265,0.001349093,0.000917881,0.00199097,0.0007990495],"domain_scores_gemma":[0.9969749,0.0003445616,0.0008940119,0.0008806012,0.0005072642,0.0003986872],"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":[0.001773823,0.004841493,0.02123778,0.003615893,0.003429051,0.0009990995,0.01889378,0.07458182,0.3208982,0.4212746,0.0466909,0.08176357],"study_design_scores_gemma":[0.001551038,0.0001535086,0.01646691,0.004843275,0.001067451,0.0002914681,0.0008042332,0.001036853,0.02160738,0.0008198159,0.9493459,0.002012141],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07209578,0.005159231,0.0001162449,0.0004750436,0.01181673,0.0009761385,0.00003144665,0.0005102906,0.9088191],"genre_scores_gemma":[0.6177219,0.0002094264,0.0003101004,0.00005087935,0.001183201,0.00002104758,0.0001617065,0.00008139743,0.3802604],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.902655,"threshold_uncertainty_score":0.9995068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01322733353463873,"score_gpt":0.2246918128658866,"score_spread":0.2114644793312479,"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."}}