{"id":"W2914792928","doi":"10.12789/geocanj.2018.45.140","title":"Reading the Rocks Reloaded: A Celebration of the Geological Survey of Canada 175th Anniversary with a View to the Future","year":2019,"lang":"en","type":"article","venue":"Geoscience Canada","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"Natural Resources Canada","keywords":"Parallels; Commission; Sustainability; Political science; Reading (process); Library science; History; Environmental ethics; Humanities; Law; Engineering; Art; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.002951956,0.0007008337,0.0006673784,0.003076869,0.02394552,0.01145151,0.00199738,0.003778801,0.01550786],"category_scores_gemma":[0.005845647,0.000410351,0.0004791968,0.005299112,0.007661555,0.003234094,0.005868507,0.009207874,0.002953402],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07352231,"about_ca_system_score_gemma":0.1278539,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9782488,"about_ca_topic_score_gemma":0.9931583,"domain_scores_codex":[0.9947333,0.0002503477,0.00007369704,0.0003137154,0.003257169,0.001371756],"domain_scores_gemma":[0.9939356,0.0003571668,0.0001596776,0.0001398349,0.003386649,0.002020961],"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":[0.00001940367,0.000008395384,0.001088112,0.000126997,0.000009542247,0.0002010493,0.006423413,0.00004475487,0.0002151481,0.01015944,0.9544511,0.0272527],"study_design_scores_gemma":[0.000001674651,0.000002633744,0.002613861,0.00009855532,0.000003863442,0.00003835738,0.004267985,0.00001285746,0.00006464877,0.0004966166,0.9923799,0.00001912773],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01355834,0.1013465,0.001108566,0.5435529,0.08234081,0.0001004216,0.00785423,0.0003700942,0.249768],"genre_scores_gemma":[0.1838594,0.1017492,0.002803253,0.111635,0.01591454,0.000104426,0.007736577,0.0008904325,0.5753072],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9264777,"threshold_uncertainty_score":0.5334442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006197485664505707,"score_gpt":0.1711488465501422,"score_spread":0.1649513608856365,"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."}}