{"id":"W4226011843","doi":"10.7551/mitpress/13593.003.0029","title":"Resources","year":2022,"lang":"en","type":"book-chapter","venue":"Movement Matters","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002413167,0.0004813073,0.000390216,0.00036801,0.0001624412,0.00007194398,0.0005324655,0.0001017581,0.2098463],"category_scores_gemma":[0.000003516134,0.0004534687,0.0002044716,0.00003448441,0.00009132582,0.00007024145,0.0005347663,0.0004459068,0.01912329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006423837,"about_ca_system_score_gemma":0.00003359948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007660135,"about_ca_topic_score_gemma":0.00004440863,"domain_scores_codex":[0.9975992,0.00002462047,0.0004018627,0.0005845187,0.001020001,0.0003697305],"domain_scores_gemma":[0.9987099,0.00004615062,0.0003473824,0.0007731534,0.00001924775,0.0001041464],"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":[0.0001127944,0.00002238596,0.00001496168,0.00006059221,0.0002671891,0.000221507,0.0003134756,0.00003455385,0.0002703072,0.02530403,0.9727544,0.0006238362],"study_design_scores_gemma":[0.0003260277,0.00009534484,0.00002801615,0.00007808375,0.00008919574,0.00000296914,0.00004343514,0.000002641412,0.00002695143,0.003907364,0.9948732,0.0005268056],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009505954,0.0001590452,0.000002722275,0.00338361,0.0004622001,0.0005389142,0.0006509009,0.0003675668,0.99434],"genre_scores_gemma":[0.00004020636,0.00003013112,0.00006715602,0.03749191,0.0001606826,0.00007589772,0.0002521543,0.0004554665,0.9614264],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.190723,"threshold_uncertainty_score":0.9997917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01526202105829181,"score_gpt":0.2107452670839336,"score_spread":0.1954832460256418,"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."}}