{"id":"W4380366831","doi":"10.1007/978-981-99-2295-6_3","title":"Preliminaries","year":2023,"lang":"en","type":"book-chapter","venue":"Behaviormetrics","topic":"Mathematics and Applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Mathematics","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":[0.0006288787,0.001364364,0.0008602508,0.002503368,0.002290946,0.003414821,0.001550641,0.0008783211,0.1002808],"category_scores_gemma":[0.002258865,0.0004229189,0.0005360873,0.003013631,0.001667724,0.004823487,0.00217042,0.003021833,0.06639083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001609786,"about_ca_system_score_gemma":0.001059116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001950614,"about_ca_topic_score_gemma":0.002072803,"domain_scores_codex":[0.9992568,0.0001689058,0.00004266158,0.0001873422,0.0002734554,0.00007074406],"domain_scores_gemma":[0.9994376,0.00013496,0.00004116417,0.0001043504,0.0002221328,0.00005969883],"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":[0.000007534532,0.00002182294,0.0000495229,0.0001045607,0.000001917272,0.00002330167,0.0001521948,0.0001332911,0.0001743191,0.8817844,0.09179036,0.02575674],"study_design_scores_gemma":[0.000002470404,0.000007602387,0.0001042726,0.00005535717,0.000003229794,0.00009634411,0.0001121412,0.0003642312,0.0001431734,0.4142218,0.584883,0.000006299427],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002041873,0.005087308,0.0583209,0.004454379,0.002054407,0.00009871421,0.002298161,0.0005464579,0.9250979],"genre_scores_gemma":[0.06362793,0.01057636,0.04038887,0.003474549,0.002962203,0.0005594724,0.005935676,0.001120674,0.8713543],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8997192,"threshold_uncertainty_score":0.3354726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2564967360538669,"score_gpt":0.3681383070209948,"score_spread":0.1116415709671279,"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."}}