{"id":"W2902654430","doi":"10.4103/efh.efh_75_17","title":"Advancing scholarship by publishing curriculum as an e-book","year":2018,"lang":"en","type":"article","venue":"Education for Health","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Scholarship; Publishing; Publication; Coursework; Promotion (chess); Curriculum; Service (business); Computer science; Scholarly communication; Process (computing); Medical education; Sociology; Public relations; World Wide Web; Library science; Political science; Medicine; Pedagogy; Business","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":["metaresearch","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.01379038,0.0001448315,0.0002440443,0.000327449,0.001003835,0.005100718,0.002227917,0.0001603532,0.0006291452],"category_scores_gemma":[0.02481704,0.0001201668,0.00006078951,0.0009789278,0.00008187753,0.01942377,0.0001170939,0.000469404,0.0003816667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003165981,"about_ca_system_score_gemma":0.003237582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009907067,"about_ca_topic_score_gemma":0.0001572754,"domain_scores_codex":[0.9963839,0.000362896,0.000791278,0.0007280224,0.001149112,0.000584796],"domain_scores_gemma":[0.9960731,0.0005417553,0.0006599838,0.0006880729,0.001297082,0.0007399958],"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":[0.000007142324,0.00009394662,0.008159867,0.000005510211,0.000001673601,1.646454e-8,0.0009901136,4.313418e-7,0.00001028405,0.005632765,0.844489,0.1406092],"study_design_scores_gemma":[0.0001733349,0.0001634361,0.002568861,0.00003815483,0.000002035009,0.00000572427,0.003507528,0.0001760995,0.0001420895,0.05533597,0.9377399,0.0001468755],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5729835,0.004630064,0.01922972,0.3334504,0.01534567,0.001936526,0.0001103884,0.0003833107,0.05193048],"genre_scores_gemma":[0.8824804,0.00005093153,0.007779053,0.08364341,0.003767123,0.0001302209,0.0002144409,0.00004239294,0.02189196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.309497,"threshold_uncertainty_score":0.9959321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06896256220475923,"score_gpt":0.4900281303013265,"score_spread":0.4210655680965673,"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."}}