{"id":"W4382020847","doi":"10.1007/978-1-4842-9470-3_16","title":"Multistate Check Boxes","year":2023,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Blank; Symbol (formal); Field (mathematics); Arithmetic; Space (punctuation); Computer science; Order (exchange); Mathematics; Engineering; Programming language; Pure mathematics; Operating system","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":[],"category_scores_codex":[0.0002672528,0.0003325577,0.0003591171,0.0002037333,0.000204654,0.0004513653,0.001199739,0.0002011722,0.00003105591],"category_scores_gemma":[0.00003281856,0.0003199165,0.0001379505,0.00001730768,0.00007953648,0.0002597591,0.0006735455,0.0003181142,0.0008659772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002951051,"about_ca_system_score_gemma":0.00009368575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008564488,"about_ca_topic_score_gemma":0.000003250518,"domain_scores_codex":[0.9982476,0.000009368297,0.0006002762,0.0003848647,0.0004460828,0.0003118739],"domain_scores_gemma":[0.998316,0.0001123817,0.0005256097,0.000785819,0.0001529137,0.0001073115],"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":[9.114952e-7,0.000003116199,1.705813e-7,0.0003258118,0.00003643096,0.0000147585,0.002611571,0.00001939881,0.000009692386,0.9145646,0.005856575,0.07655698],"study_design_scores_gemma":[0.0003193831,0.00003064871,0.000003215865,0.0008662484,0.00002583478,0.00002720226,0.00001758294,0.07126859,0.0008535913,0.4116882,0.5140309,0.0008685656],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004186719,0.00005612827,0.189075,0.00003963551,0.0006263262,0.0001726019,0.000006804955,0.0007071247,0.8093122],"genre_scores_gemma":[0.0005372816,0.00001942709,0.02019274,0.0003426619,0.0001935514,0.00001268839,0.00001040044,0.00005778679,0.9786335],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5081744,"threshold_uncertainty_score":0.9999253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04212083382459163,"score_gpt":0.241492414812322,"score_spread":0.1993715809877304,"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."}}