{"id":"W6925628065","doi":"10.18710/vttnxm/gor9du","title":"Invocations-overview.txt","year":2021,"lang":"en","type":"dataset","venue":"","topic":"Physics and Engineering Research Articles","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Code refactoring; Task (project management); Outcome (game theory); Timestamp; Process (computing)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004124616,0.0001217514,0.0001289799,0.0000534125,0.00001969164,0.00005816676,0.0001624315,0.00006644852,0.0009792254],"category_scores_gemma":[0.00002121671,0.0001207111,0.0000466495,0.0001644374,0.000009494148,0.00005232067,0.0000529116,0.0002035468,0.001117201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003897711,"about_ca_system_score_gemma":0.00002437457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003564945,"about_ca_topic_score_gemma":0.00005123406,"domain_scores_codex":[0.9994518,0.000005833397,0.0001037679,0.0001009031,0.0001423489,0.0001953247],"domain_scores_gemma":[0.9994857,0.00002929932,0.000005121071,0.0003722615,0.00002689868,0.00008076564],"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":[9.634297e-8,0.00001003579,1.583642e-7,0.0001927658,0.00003470466,0.000006352529,0.000002001123,0.00332566,0.0002271565,0.00004321174,0.9945991,0.001558779],"study_design_scores_gemma":[0.00003377501,0.000003155938,0.00001194087,0.00003473864,0.000007165281,0.000001310004,0.000004092457,0.003365382,0.0003617134,0.0004838577,0.9955515,0.0001413859],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001094746,0.001274494,0.000108678,0.00001894122,0.0002407297,0.00004421014,0.997522,0.0001430415,0.0005384251],"genre_scores_gemma":[0.000251709,0.003331808,0.0001518554,0.00003315768,0.000155323,0.00002660317,0.9959887,0.00001925473,0.00004153421],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.002057315,"threshold_uncertainty_score":0.999934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.026086531756042,"score_gpt":0.2627915069362182,"score_spread":0.2367049751801762,"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."}}