{"id":"W4240245102","doi":"10.2113/gscpgbull.57.1.116","title":"Ph.D. THESIS AWARD","year":2009,"lang":"en","type":"article","venue":"Bulletin of Canadian Petroleum Geology","topic":"History of Science and Medicine","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000193107,0.00009773495,0.0002146233,0.0005879892,0.0001900065,0.000009789808,0.0002322464,0.00005105321,0.02197183],"category_scores_gemma":[0.00005975345,0.00008736573,0.00006022552,0.00004057138,0.0005921616,0.00001803208,0.000005657363,0.00009773394,0.0006856783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004899231,"about_ca_system_score_gemma":0.0001942252,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.175924,"about_ca_topic_score_gemma":0.3657404,"domain_scores_codex":[0.999117,0.00002687327,0.0001866535,0.0001653713,0.0001282574,0.0003757988],"domain_scores_gemma":[0.999391,0.00003304121,0.00006281284,0.0001785078,0.00007159525,0.0002631066],"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":[0.00001255379,0.00002117602,0.0001359891,0.000005614283,0.000009628779,0.00004187777,0.0040912,0.000005691363,0.0000661352,0.1253284,0.8623733,0.007908454],"study_design_scores_gemma":[0.0001868134,0.0002641687,0.001074789,0.000009325392,0.00001078115,0.000009809341,0.0007876919,0.00000344853,0.00002139857,0.0004725768,0.9970669,0.00009230527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04597291,0.0004869375,0.00000178616,0.1151829,0.000559917,0.00004900731,0.000009763726,0.00002474423,0.837712],"genre_scores_gemma":[0.8743056,0.00005510107,0.00006466237,0.01159477,0.0004207084,0.00000316188,0.000005087763,0.000005757218,0.1135451],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8283327,"threshold_uncertainty_score":0.9789222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01563767134954656,"score_gpt":0.1923012066366749,"score_spread":0.1766635352871283,"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."}}