{"id":"W7100873343","doi":"","title":"","year":2022,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Consumption (sociology); Process (computing); Identification (biology); Work (physics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.003716082,0.00253891,0.002112599,0.001905314,0.003127048,0.001817942,0.007993666,0.0006145183,0.9941243],"category_scores_gemma":[0.000826059,0.002146024,0.001019701,0.003838322,0.001215152,0.00112722,0.003547391,0.00300403,0.9929491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002462131,"about_ca_system_score_gemma":0.001178204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005007864,"about_ca_topic_score_gemma":0.007644496,"domain_scores_codex":[0.9849414,0.002921831,0.001933075,0.003284137,0.004541569,0.002378005],"domain_scores_gemma":[0.9871871,0.001034791,0.004023678,0.006925823,0.0002613419,0.00056724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002580389,0.0004680979,0.00153417,0.0001113454,0.001616159,0.00009344605,0.0005557348,0.0001430361,0.0002201898,0.005677289,0.04114865,0.9481738],"study_design_scores_gemma":[0.002714476,0.0001972503,0.001861989,0.0001440594,0.0009893617,0.0001908145,0.0008496118,0.0001012112,0.00001770381,0.001393655,0.988959,0.00258094],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001886255,0.00001198452,0.0001500234,0.003379339,0.002641619,0.007030855,3.504038e-7,0.003921834,0.9826754],"genre_scores_gemma":[0.001617328,0.0001510826,0.00113638,0.002708607,0.002531831,0.005026973,0.01365346,0.01326236,0.959912],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9478103,"threshold_uncertainty_score":0.9992961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01752153332416793,"score_gpt":0.2686163304606725,"score_spread":0.2510947971365046,"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."}}