{"id":"W4387071266","doi":"10.1515/9780271096629-fm","title":"Frontmatter","year":2023,"lang":"es","type":"book-chapter","venue":"Penn State University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0004241846,0.001547277,0.001438153,0.001132624,0.0007150259,0.0003332467,0.001964555,0.0007965356,0.002086629],"category_scores_gemma":[0.00001935824,0.00200055,0.0008006006,0.00003336071,0.001131889,0.0003840526,0.002653987,0.001637253,0.07250684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008182905,"about_ca_system_score_gemma":0.0002398075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003621677,"about_ca_topic_score_gemma":0.0003530457,"domain_scores_codex":[0.9944715,0.000260834,0.0006394256,0.001928652,0.001261725,0.001437866],"domain_scores_gemma":[0.9955304,0.0003407437,0.0009761222,0.001889805,0.0005402988,0.0007225744],"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":[0.002189881,0.00008725606,0.00005887012,0.0008851472,0.003649454,0.009580933,0.003194882,0.0000866227,0.0006793263,0.667067,0.3081007,0.004419919],"study_design_scores_gemma":[0.002022743,0.0001222758,0.0001519637,0.0007189777,0.001153093,0.0000204045,0.0002308564,0.0001273407,0.000294754,0.001130559,0.9920405,0.001986543],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007404573,0.0000453818,0.0001013403,0.00005062604,0.0008188962,0.001391139,0.01145003,0.001480146,0.983922],"genre_scores_gemma":[0.0009200518,0.0002345037,0.0002273568,0.00007644071,0.0002009612,0.000001929945,0.000411474,0.0008637143,0.9970636],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6839398,"threshold_uncertainty_score":0.9997275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04122623388791251,"score_gpt":0.216759703764017,"score_spread":0.1755334698761045,"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."}}