{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002059195,0.0007561295,0.0006092956,0.0004238415,0.0001432204,0.00008054281,0.0005730031,0.000594056,0.2024949],"category_scores_gemma":[0.00001316582,0.0007569548,0.0003536487,0.00002959131,0.0004027261,0.00008028585,0.000288473,0.0007033575,0.4330751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000289724,"about_ca_system_score_gemma":0.00004533018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004101915,"about_ca_topic_score_gemma":0.0003013687,"domain_scores_codex":[0.997407,0.00001061738,0.000417119,0.0008820553,0.0006392232,0.0006440185],"domain_scores_gemma":[0.9980333,0.00002523731,0.0003337004,0.001331413,0.00006544017,0.0002108976],"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":[0.00007281509,0.00001537889,0.00001837733,0.00002597666,0.0001944184,0.0001941674,0.0001251154,1.705835e-7,0.0001334898,0.8836914,0.1143762,0.001152494],"study_design_scores_gemma":[0.0002316889,0.0001419591,0.00005524261,0.0001115725,0.00009291765,0.00005632584,0.000002394473,0.000006943658,0.0003244067,0.1770857,0.8211809,0.0007099782],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001050002,0.0003967378,0.00002744101,0.0004911245,0.0008222321,0.0003865177,0.0003410271,0.000674062,0.9967558],"genre_scores_gemma":[0.006219213,0.00005038082,0.0001918849,0.0002261059,0.002946273,0.0000078561,0.00009847368,0.0008214803,0.9894384],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7068046,"threshold_uncertainty_score":0.9994881,"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."}}