{"id":"W4392416312","doi":"10.5771/9781538167786-69","title":"4. “The Pandemic Has Forced Us All to Become Professionals Again”: ADJUNCT FACULTY ADVOCACY AT A CANADIAN ALA-ACCREDITED ISCHOOL","year":2023,"lang":"en","type":"book-chapter","venue":"Rowman & Littlefield Publishers eBooks","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Adjunct; Accreditation; Pandemic; Political science; Nursing; Medicine; Medical education; Coronavirus disease 2019 (COVID-19); Internal 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":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001978059,0.000611848,0.0006506866,0.0002656687,0.003421368,0.001976653,0.002213387,0.00119397,0.001207518],"category_scores_gemma":[0.001265219,0.0005001702,0.0005011538,0.0002309541,0.0006573909,0.0005898869,0.0004629658,0.001103459,0.0006122222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001435896,"about_ca_system_score_gemma":0.00493216,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4504772,"about_ca_topic_score_gemma":0.9252377,"domain_scores_codex":[0.9943165,0.0001666589,0.0007677707,0.001062871,0.001910912,0.001775297],"domain_scores_gemma":[0.9958986,0.0006523234,0.0005503729,0.0007736898,0.0004226827,0.001702313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003163949,0.000004773311,0.0005280216,0.00001263201,0.0001288213,0.00004094061,0.01269202,0.000002158753,0.000004825775,0.04132665,0.9369261,0.008301395],"study_design_scores_gemma":[0.0002615678,0.00006076121,0.001439081,0.0001586315,0.00005160882,0.000001762815,0.003429614,0.000004193902,0.00000241075,0.01350864,0.9804098,0.0006719025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004543473,0.0001754596,0.00000409224,0.0437015,0.004985282,0.001874932,0.0002299395,0.0003133464,0.944172],"genre_scores_gemma":[0.0302125,0.00004060219,0.00002648035,0.00763586,0.001828218,0.0002086367,0.0001582672,0.000101215,0.9597882],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4747604,"threshold_uncertainty_score":0.999745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08870091294037026,"score_gpt":0.3268460964701949,"score_spread":0.2381451835298246,"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."}}