{"id":"W4205232835","doi":"10.12987/9780300262445-fm","title":"Frontmatter","year":2021,"lang":"en","type":"book-chapter","venue":"Collapse","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002136955,0.001644232,0.0008330958,0.002299624,0.002661349,0.005639389,0.001183237,0.001912589,0.8845608],"category_scores_gemma":[0.0007903136,0.0007842641,0.0005654335,0.001830641,0.0005868369,0.003840252,0.003215023,0.002202672,0.8378608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009599288,"about_ca_system_score_gemma":0.0007887189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005831205,"about_ca_topic_score_gemma":0.02231855,"domain_scores_codex":[0.9997831,0.00001701135,0.000005539645,0.00003566002,0.0001122976,0.00004646213],"domain_scores_gemma":[0.9997318,0.00004870254,0.000009786888,0.00003725044,0.00009212885,0.00008026898],"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":[0.00002411662,0.00003173694,0.00007093354,0.00006688708,0.000001678481,0.00005145541,0.00007130849,0.00006164883,0.0001831987,0.005288514,0.9008482,0.09330034],"study_design_scores_gemma":[0.000003868819,0.000006841248,0.0001577544,0.00006151289,0.000001296257,0.00004240633,0.00007370953,0.00005706461,0.0001057441,0.001457632,0.9980265,0.000005536541],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001349599,0.0003413167,0.0002306387,0.0001829909,0.0002436632,0.00001726283,0.0004517427,0.0005137431,0.9978837],"genre_scores_gemma":[0.0003133285,0.000134577,0.00006096377,0.00008123353,0.00002317623,0.000004977376,0.0001628809,0.0001986491,0.9990201],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1154392,"threshold_uncertainty_score":0.1646599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02292096306669323,"score_gpt":0.2383938985806516,"score_spread":0.2154729355139584,"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."}}