{"id":"W4232529329","doi":"10.17266/cx","title":"Connections","year":2022,"lang":"en","type":"paratext","venue":"Connections","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","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003032413,0.0006163506,0.0006764885,0.001228496,0.002588662,0.0001727718,0.0006355254,0.0004244488,0.6300877],"category_scores_gemma":[0.0004028693,0.0007557983,0.0005538236,0.002128016,0.0002144178,0.0001801815,0.0003765172,0.002022468,0.6155773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001214706,"about_ca_system_score_gemma":0.0007612339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006928078,"about_ca_topic_score_gemma":0.000522133,"domain_scores_codex":[0.9966996,0.0004094024,0.0005923695,0.001052227,0.0005199915,0.0007264441],"domain_scores_gemma":[0.997125,0.0005722544,0.0004032206,0.001358697,0.000272448,0.0002684124],"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":[0.00001437627,0.0001979488,0.000004948654,0.00002804406,0.0003194197,0.000009392314,0.0001149746,0.002296619,0.0003817139,0.00668225,0.9897802,0.0001701129],"study_design_scores_gemma":[0.00045607,0.0001190031,0.0000249679,0.00002939183,0.0002602666,0.0002276097,0.000582016,0.00009246913,0.0001070033,0.0002163653,0.9970697,0.0008151552],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002817677,0.002312863,0.000612424,0.0009401297,0.03075865,0.0009006183,0.009662142,0.0009649228,0.9535665],"genre_scores_gemma":[0.01074615,0.0002673259,0.0000922058,0.0003698905,0.002151033,0.00227069,0.005515416,0.0005511516,0.9780362],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02860762,"threshold_uncertainty_score":0.9994893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04074709337138991,"score_gpt":0.3084786540836752,"score_spread":0.2677315607122853,"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."}}