{"id":"W4247347589","doi":"10.1090/spec/079/21","title":"Chapter W","year":2018,"lang":"en","type":"book-chapter","venue":"MAA spectrum","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","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":["insufficient_payload"],"category_scores_codex":[0.0002059463,0.0007561578,0.0006093156,0.0004238533,0.0001432315,0.00008072862,0.0005730293,0.000594062,0.2025345],"category_scores_gemma":[0.00001316458,0.0007569506,0.0003527628,0.0000295944,0.0004026873,0.00008029132,0.0002884738,0.0007033568,0.4330843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002897956,"about_ca_system_score_gemma":0.00004552757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004101637,"about_ca_topic_score_gemma":0.0003012808,"domain_scores_codex":[0.9974068,0.00001061814,0.0004171504,0.0008821479,0.0006392009,0.0006440675],"domain_scores_gemma":[0.9980332,0.00002523821,0.0003337074,0.001331529,0.00006544458,0.0002109155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006832179,0.00001522304,0.00001903502,0.00002571335,0.0001924454,0.0001922118,0.0001239301,1.688041e-7,0.0001323019,0.8850329,0.1130556,0.001142144],"study_design_scores_gemma":[0.0002317387,0.0001419722,0.00005401214,0.0001115752,0.00009291196,0.00005632993,0.000002395319,0.000006944248,0.0003247528,0.1771128,0.8211546,0.0007099871],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001050666,0.0003972937,0.00002744591,0.0004889934,0.0008188321,0.000386619,0.0003410688,0.0006740653,0.9967606],"genre_scores_gemma":[0.006262997,0.00005040945,0.0001919366,0.0002262762,0.00294691,0.000007858305,0.00009850276,0.0008216971,0.9893934],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.708099,"threshold_uncertainty_score":0.9994882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02073527014478816,"score_gpt":0.2262255912654893,"score_spread":0.2054903211207012,"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."}}