{"id":"W4377249780","doi":"10.1515/9780271091914-fm","title":"Frontmatter","year":2022,"lang":"en","type":"book-chapter","venue":"Penn State University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Geology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001895114,0.0006773666,0.0006552408,0.0004720257,0.0004556088,0.00007284456,0.001175536,0.0002315561,0.02091605],"category_scores_gemma":[0.000003743079,0.0008932183,0.0003781061,0.000008915081,0.0003195411,0.0002086874,0.001800802,0.001188783,0.005467802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009681776,"about_ca_system_score_gemma":0.00016261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001177318,"about_ca_topic_score_gemma":0.0001359869,"domain_scores_codex":[0.9972827,0.0001128852,0.0002769238,0.0009470902,0.0007986085,0.0005817476],"domain_scores_gemma":[0.9979302,0.00008729795,0.0004759925,0.00108259,0.000146382,0.0002775476],"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":[0.0006409016,0.00002669068,0.000003337707,0.0000951309,0.0006909816,0.002389611,0.001145902,0.0000309748,0.00008068737,0.437934,0.5555788,0.001382935],"study_design_scores_gemma":[0.0009314128,0.00006239126,0.000005451085,0.00004832411,0.0003538596,0.00001953949,0.00005831383,0.00001612758,0.00004542212,0.001152081,0.9963943,0.0009127979],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006236744,0.00007096837,0.00003431071,0.00001810312,0.0002940236,0.0006864254,0.005297048,0.0005588463,0.9929779],"genre_scores_gemma":[0.0001021706,0.0000280387,0.0001719635,0.0000945021,0.00006685908,0.000001707199,0.0003626126,0.0003238437,0.9988483],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4408155,"threshold_uncertainty_score":0.9993519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02830527128863541,"score_gpt":0.2000666920112993,"score_spread":0.1717614207226639,"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."}}