{"id":"W1521564970","doi":"","title":"Doctorate Degrees Earned by Early Canadian Geologists","year":2003,"lang":"en","type":"article","venue":"Geoscience Canada","topic":"History of Science and Natural History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Graduate students; Library science; Humanities; Political science; Sociology; Art; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002416002,0.000133278,0.0001179608,0.0001041524,0.001317721,0.00009636175,0.0004183462,0.00003393649,0.002371148],"category_scores_gemma":[0.00008674651,0.0001169971,0.00002777082,0.0001270854,0.0009925937,0.0003821921,0.000009651165,0.0001449906,0.0001034204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007466841,"about_ca_system_score_gemma":0.003230132,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9977801,"about_ca_topic_score_gemma":0.9998272,"domain_scores_codex":[0.9985069,0.00003794785,0.0001442307,0.000313615,0.0003802516,0.0006170327],"domain_scores_gemma":[0.9991655,0.0000223047,0.00005644745,0.0001968894,0.0001003716,0.0004584643],"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":[0.000003626572,0.00001559758,0.00237006,0.000007376103,0.000005631591,0.0001512343,0.007046836,0.00001079096,0.0003987555,0.05651852,0.9308661,0.002605425],"study_design_scores_gemma":[0.00005535009,0.0000290758,0.000806661,0.000003538236,0.000002329237,0.000004348988,0.0005939684,0.00001002626,0.00003434635,0.0001037205,0.998161,0.0001956923],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7370992,0.00149409,0.000004725021,0.0009623471,0.00425277,0.000144442,0.000131127,0.00004775198,0.2558635],"genre_scores_gemma":[0.892521,0.000006218192,0.00003721459,0.001842914,0.00005095481,0.000005206497,0.000004670795,0.000005528283,0.1055264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1554217,"threshold_uncertainty_score":0.9999824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01344025078339211,"score_gpt":0.160921483334058,"score_spread":0.1474812325506659,"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."}}