{"id":"W6908113419","doi":"10.25446/oxford.24773448.v1","title":"31940: Reading for lockdown","year":2023,"lang":"en","type":"other","venue":"University of Oxford","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Host (biology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009793157,0.001199516,0.0008380089,0.002932776,0.003381704,0.008501968,0.001176151,0.00210819,0.87191],"category_scores_gemma":[0.008169274,0.0006432419,0.0005309937,0.002352509,0.0009631453,0.004879144,0.005544259,0.001947657,0.8075839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001599572,"about_ca_system_score_gemma":0.001554802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003989225,"about_ca_topic_score_gemma":0.01467074,"domain_scores_codex":[0.9988915,0.000171535,0.00007834438,0.0001616676,0.0005274781,0.0001694621],"domain_scores_gemma":[0.9956244,0.0007090353,0.00016507,0.0005224419,0.001513963,0.001465089],"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":[0.000008891388,0.000004179664,0.00003151474,0.00003346116,3.321333e-7,0.00004390683,0.00008900734,0.000002640237,0.00005016924,0.0004080328,0.9887221,0.01060577],"study_design_scores_gemma":[0.000003654554,0.000004034628,0.0001913905,0.00005024517,4.331288e-7,0.00006933734,0.0001308305,0.000008085081,0.00005978238,0.0002628975,0.9992151,0.000004171021],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006292089,0.001035178,0.001048427,0.004711391,0.003413938,0.000122165,0.01129339,0.01112609,0.9666203],"genre_scores_gemma":[0.002401046,0.0004416071,0.0006052511,0.0010763,0.0006315362,0.0000773169,0.004995853,0.005389944,0.9843811],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.87191,"threshold_uncertainty_score":0.1827048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0193891789439006,"score_gpt":0.2236003734106405,"score_spread":0.2042111944667399,"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."}}