{"id":"W4233156472","doi":"10.1090/spec/079/08","title":"Chapter H","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":"Chemistry","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":[0.0003206769,0.001148886,0.0006630338,0.002502218,0.002176455,0.006714687,0.001388112,0.001494171,0.6577732],"category_scores_gemma":[0.001562884,0.0003801624,0.0005441196,0.002471905,0.0007842081,0.003843318,0.002158709,0.00213728,0.5512275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001877953,"about_ca_system_score_gemma":0.002072589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004631668,"about_ca_topic_score_gemma":0.01131072,"domain_scores_codex":[0.9996164,0.00004077189,0.00000984178,0.00006856608,0.0002145083,0.00004981851],"domain_scores_gemma":[0.9995766,0.00006531706,0.00001485201,0.00004950868,0.0001871521,0.0001064736],"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":[0.000008767658,0.00002522824,0.00003870745,0.00008433805,0.000001444011,0.00001789148,0.00007711865,0.00003970371,0.0001503161,0.01511026,0.9064919,0.07795426],"study_design_scores_gemma":[0.000001148079,0.000002779255,0.00005544221,0.00006851013,7.864236e-7,0.00001875045,0.00004715858,0.00001756738,0.00003921903,0.002872576,0.9968737,0.000002254699],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001316922,0.002204553,0.0006942091,0.0008674855,0.001931585,0.00003429442,0.0004721402,0.0003447571,0.9933193],"genre_scores_gemma":[0.0004650389,0.0009031283,0.0001984414,0.0002793859,0.000232634,0.00001827076,0.0002888492,0.0001820947,0.9974323],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6577732,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02077559094562289,"score_gpt":0.2265035423761533,"score_spread":0.2057279514305304,"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."}}