{"id":"W4413362441","doi":"10.1515/9789048571079-fm","title":"Frontmatter","year":2025,"lang":"en","type":"book-chapter","venue":"Amsterdam University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Toronto; European Commission; University of Southampton; University of East Anglia; University of Hull; Massachusetts Institute of Technology","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0002222913,0.001724224,0.001209802,0.002391617,0.001342271,0.004607806,0.001306126,0.001889694,0.9094273],"category_scores_gemma":[0.0007740164,0.0009080441,0.0006800992,0.002402578,0.0004135319,0.003497017,0.002560413,0.001715687,0.8769782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005673814,"about_ca_system_score_gemma":0.0004375002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001901039,"about_ca_topic_score_gemma":0.006033688,"domain_scores_codex":[0.9997924,0.00001952377,0.000007863817,0.00005027702,0.00009229097,0.00003773599],"domain_scores_gemma":[0.9997464,0.0000673715,0.00001247307,0.00004841719,0.00006190741,0.00006346161],"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":[0.00006166055,0.0000569908,0.00008808719,0.0002596368,0.000005767796,0.00009393758,0.0001144135,0.0001275085,0.0007000625,0.004991355,0.8004667,0.1930338],"study_design_scores_gemma":[0.00000884693,0.00001280605,0.0001921988,0.00009079234,0.000003722617,0.00007361864,0.00005829025,0.00006347643,0.0001621731,0.001048747,0.9982799,0.000005433672],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002244301,0.001068116,0.000435204,0.0001682957,0.0003505216,0.00002527886,0.0009253854,0.0007025038,0.9961003],"genre_scores_gemma":[0.0003924505,0.0002876963,0.0001057326,0.00007042379,0.00003356511,0.00000798831,0.0003587572,0.0002237978,0.9985196],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09057271,"threshold_uncertainty_score":0.1291909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02035788620588771,"score_gpt":0.2057142023312529,"score_spread":0.1853563161253652,"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."}}