{"id":"W4368407991","doi":"10.1515/9789400604544-fm","title":"Frontmatter","year":2023,"lang":"en","type":"book-chapter","venue":"Amsterdam University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Materials science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001564945,0.0007539216,0.0007261164,0.0005455788,0.0002434786,0.00008887253,0.001156034,0.0007496107,0.0008659249],"category_scores_gemma":[0.000006258939,0.000933441,0.0004742,0.00001209671,0.0003992321,0.0001711813,0.001305861,0.000864725,0.03772051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004250575,"about_ca_system_score_gemma":0.0000963356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00030563,"about_ca_topic_score_gemma":0.0001435877,"domain_scores_codex":[0.9973608,0.00006698904,0.0003014864,0.0009948418,0.0006641956,0.0006117457],"domain_scores_gemma":[0.9976734,0.0001228021,0.0004046395,0.001337194,0.0001744155,0.0002875742],"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":[0.0001981325,0.00001548732,0.000004023612,0.0001076585,0.0006371628,0.001625217,0.0003909983,0.000004050691,0.00006203875,0.3719041,0.6233825,0.001668574],"study_design_scores_gemma":[0.001089945,0.00005369838,0.00001746976,0.0003115917,0.0004740395,0.00001628661,0.00003656327,0.00001843961,0.00006736525,0.001067062,0.9959164,0.000931181],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003319827,0.0000222083,0.00004196231,0.00002656969,0.0005536024,0.0006163029,0.00117357,0.001529772,0.9960028],"genre_scores_gemma":[0.0001651324,0.00000814128,0.00009700433,0.0001409648,0.000240829,0.000001174874,0.0001833859,0.0004975418,0.9986658],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3725338,"threshold_uncertainty_score":0.9993116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03765375696871562,"score_gpt":0.2127261758277361,"score_spread":0.1750724188590205,"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."}}