{"id":"W7094752831","doi":"","title":"9781040027097.pdf","year":2024,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human sexuality; Variety (cybernetics); Discipline; Politics; Lesbian; Human immunodeficiency virus (HIV)","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006419669,0.0004099369,0.0003713835,0.0003513921,0.0002608153,0.002111458,0.002262909,0.0001736003,0.4075322],"category_scores_gemma":[0.00008459385,0.0003053981,0.0001628789,0.0005994794,0.0001060093,0.0007647764,0.0007023559,0.0004106179,0.9705741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000866711,"about_ca_system_score_gemma":0.0002311732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003952085,"about_ca_topic_score_gemma":0.00001645501,"domain_scores_codex":[0.9977357,0.00006929642,0.0006245236,0.0005384299,0.0006414505,0.00039064],"domain_scores_gemma":[0.9978362,0.000102308,0.0006363654,0.001224492,0.0001017013,0.00009892267],"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":[5.201295e-7,0.00001823716,0.00000140343,0.0002755689,0.0000641146,0.000003199881,0.0006510926,0.000006766125,0.000001485108,0.05349094,0.03125696,0.9142297],"study_design_scores_gemma":[0.0001241095,0.00001452492,0.000004602104,0.0003872845,0.00003551017,0.0000344281,0.0000402928,0.01733323,0.00001694681,0.01895022,0.9626784,0.0003804084],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[7.141954e-7,0.00001124816,0.2479303,0.001013563,0.001651319,0.0003409712,4.1366e-9,0.000628759,0.7484232],"genre_scores_gemma":[0.0001888776,0.00005284126,0.0254756,0.001158062,0.0006606578,0.00004846707,0.00004901179,0.0002357456,0.9721307],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9314215,"threshold_uncertainty_score":0.9999398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01358092641534494,"score_gpt":0.2554949083807385,"score_spread":0.2419139819653936,"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."}}