{"id":"W1977779106","doi":"10.1190/1.3422460","title":"The rational geoscientist","year":2010,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Science and Climate Studies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Intuition; Feeling; Epistemology; Computer science; Psychology; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00324959,0.0004324206,0.000449962,0.000759389,0.001855275,0.005297448,0.0009247172,0.004709107,0.01058866],"category_scores_gemma":[0.01062839,0.0003226585,0.0004550478,0.0005981131,0.01356246,0.005803606,0.001720265,0.006116517,0.00325401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002718244,"about_ca_system_score_gemma":0.003304412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004237064,"about_ca_topic_score_gemma":0.003630373,"domain_scores_codex":[0.9982266,0.0006520826,0.00006333433,0.0004345383,0.000470795,0.000152683],"domain_scores_gemma":[0.9967205,0.001520601,0.0002062703,0.0006652321,0.0005951436,0.0002921832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001186252,0.000007708776,0.0001994639,0.00003866162,0.00001041222,0.00003948231,0.000270872,0.0004655798,0.00006845615,0.9585906,0.03386365,0.006433266],"study_design_scores_gemma":[0.00001342446,0.000006332866,0.0001251524,0.00006034205,0.000004805176,0.00003823511,0.0001945571,0.0007534524,0.00008883573,0.8594775,0.1392288,0.000008647273],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.007323854,0.01060355,0.04484597,0.437835,0.003897414,0.00005445783,0.0002702191,0.0002998024,0.4948697],"genre_scores_gemma":[0.6520075,0.01174238,0.03605626,0.1119031,0.004100356,0.0002404107,0.0003227643,0.0004012138,0.183226],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01058866,"threshold_uncertainty_score":0.03542256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01343848244462091,"score_gpt":0.260059081111725,"score_spread":0.2466205986671041,"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."}}