{"id":"W2785098868","doi":"","title":"What Is A Geological Engineer? Lessons From Canadian Education Experience","year":2000,"lang":"en","type":"article","venue":"ISRM International Symposium","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Engineering ethics; Engineering education; Political science; Engineering; Public relations; Engineering management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005966191,0.0001079082,0.0001010902,0.00005918568,0.0001108114,0.0001933469,0.00036635,0.00008684869,0.06562517],"category_scores_gemma":[0.00001350308,0.00008764456,0.00007127367,0.0001123017,0.00003932679,0.0003422045,0.000005848967,0.0001063386,0.002080548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001671053,"about_ca_system_score_gemma":0.00007148617,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3347243,"about_ca_topic_score_gemma":0.1087584,"domain_scores_codex":[0.9990526,0.00002472629,0.0001636433,0.0003074341,0.0002307501,0.0002208396],"domain_scores_gemma":[0.9995103,0.00004334821,0.0000263253,0.0001372686,0.00006027287,0.0002225002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005707012,0.0001215009,0.378243,0.000002433914,0.0001193033,0.00003374652,0.003375188,0.09428144,0.00009412897,0.0004313676,0.003826771,0.5194141],"study_design_scores_gemma":[0.0001970665,0.00005814856,0.3827539,0.00005012805,0.00003056359,0.00002049565,0.0008894923,0.2509614,0.0001290297,0.003784592,0.3606755,0.000449587],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9370779,0.0005035501,0.00008617099,0.03338112,0.001275986,0.00005114944,0.0001153179,0.00004077358,0.02746802],"genre_scores_gemma":[0.9890259,0.0006789081,0.0004269095,0.003976508,0.0003639953,0.000003973901,0.0004867596,0.000001843749,0.005035198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5189645,"threshold_uncertainty_score":0.9986964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01380098797406248,"score_gpt":0.2450918369206846,"score_spread":0.2312908489466222,"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."}}