{"id":"W4285747728","doi":"10.18574/nyu/9780814707852.003.0005","title":"Contributors","year":2020,"lang":"en","type":"book-chapter","venue":"New York University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"York University; National Academy of Education; Ford Foundation; National Science Foundation","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007324082,0.0007049381,0.0008122186,0.0002390889,0.0002197733,0.00008028651,0.001143383,0.0008171375,0.0003743619],"category_scores_gemma":[0.0000205253,0.0009075866,0.0004703224,0.00001496332,0.0002733931,0.00008787337,0.0006416311,0.001066271,0.002453896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005690734,"about_ca_system_score_gemma":0.0004962743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006809513,"about_ca_topic_score_gemma":0.00007013323,"domain_scores_codex":[0.9976643,0.00005626215,0.0002557616,0.000909685,0.0006429193,0.0004710655],"domain_scores_gemma":[0.9977065,0.0001014167,0.0004579618,0.0008063721,0.0001418446,0.0007859406],"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":[0.0003249246,0.000004838869,0.000001314836,0.00002644464,0.0003557982,0.0005135615,0.0002065549,0.000004011754,0.00006352654,0.6516521,0.3456203,0.001226566],"study_design_scores_gemma":[0.001729167,0.00008087192,0.000002636203,0.0001659223,0.0006538285,0.000009461409,0.00002549011,0.0000126498,0.0001971687,0.001337299,0.9949651,0.0008203457],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003955498,0.0002493545,0.000126527,0.00005654975,0.0003073805,0.0006692235,0.001317563,0.001002605,0.9962668],"genre_scores_gemma":[0.0004896707,0.00001537741,0.0002229021,0.0001568993,0.0005311749,2.048546e-7,0.0001712452,0.0002511331,0.9981614],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6503148,"threshold_uncertainty_score":0.9993375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04282185415844608,"score_gpt":0.1980336316397049,"score_spread":0.1552117774812589,"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."}}