{"id":"W6969614934","doi":"10.5683/sp3/gu8s4q","title":"Survey of Earned Doctorates, 2003-2008 [Canada] [Excel]","year":2015,"lang":"en","type":"dataset","venue":"Borealis","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Receipt; Higher education; Debt; Census; Student debt; Career path; Affect (linguistics); Parliament","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001129251,0.0004833685,0.0005185622,0.002900207,0.002533646,0.001306559,0.001621237,0.000472159,0.01419209],"category_scores_gemma":[0.004850616,0.0004564505,0.0004613301,0.01031661,0.0002978327,0.0005040843,0.000763476,0.001172057,0.004867126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03468855,"about_ca_system_score_gemma":0.1002607,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9947314,"about_ca_topic_score_gemma":0.9969481,"domain_scores_codex":[0.9984578,0.00006458513,0.0001301234,0.0001491465,0.0008608142,0.0003376492],"domain_scores_gemma":[0.9897782,0.0001665109,0.0004440696,0.0001123501,0.008217815,0.001280991],"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":[0.0001095509,0.00007892259,0.1040463,0.0004475804,0.0000425863,0.00006747517,0.000491623,0.0002149773,0.0001481034,0.0007361409,0.8759061,0.01771071],"study_design_scores_gemma":[0.00005135371,0.00003042676,0.7244936,0.0002338323,0.00002274456,0.00004116968,0.001075708,0.0002686277,0.0001537534,0.00006311056,0.273532,0.00003372808],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.02190476,0.0006378324,0.0002047176,0.002051401,0.0001384054,0.0005144669,0.9465294,0.0001893247,0.02782956],"genre_scores_gemma":[0.1267784,0.004780853,0.002905817,0.004967947,0.0001037319,0.001951234,0.7442526,0.0001825801,0.1140769],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.03468855,"threshold_uncertainty_score":0.2516842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0415531536269473,"score_gpt":0.2933416666573626,"score_spread":0.2517885130304153,"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."}}