{"id":"W4244705394","doi":"10.1090/spec/079/17","title":"Chapter S","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":"Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004224976,0.001168508,0.0007600695,0.003486132,0.002054919,0.005955703,0.001395608,0.001406185,0.7210206],"category_scores_gemma":[0.002270576,0.0003767878,0.0005594586,0.003163189,0.0006614163,0.003745593,0.002522699,0.002141863,0.6405186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001624357,"about_ca_system_score_gemma":0.002200059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003085641,"about_ca_topic_score_gemma":0.008074096,"domain_scores_codex":[0.9994735,0.00005684713,0.00001605272,0.00008194625,0.0003143338,0.00005726295],"domain_scores_gemma":[0.9993343,0.0001103814,0.00002538939,0.0000746744,0.0002918301,0.0001633642],"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":[0.00000705496,0.00002301778,0.00003206384,0.00009037457,0.000001213346,0.00001628966,0.00005921384,0.000038495,0.0001183855,0.01125375,0.9054247,0.08293539],"study_design_scores_gemma":[9.406138e-7,0.000002167777,0.00003880857,0.00007317471,6.082083e-7,0.00001595883,0.00002957524,0.00001264693,0.00002587559,0.001842198,0.9979562,0.000001748832],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001204694,0.00262054,0.0008019518,0.0009149057,0.002357305,0.00005235053,0.0007814458,0.0004581982,0.9918928],"genre_scores_gemma":[0.0004308736,0.001342566,0.0003353386,0.0003622492,0.0003328324,0.0000347339,0.0006534343,0.0002534899,0.9962544],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2789794,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02068539741782637,"score_gpt":0.2262471588627209,"score_spread":0.2055617614448945,"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."}}