{"id":"W4409616271","doi":"10.63485/4gxva-m0g48","title":"Another OA overview","year":2005,"lang":"en","type":"preprint","venue":"","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.00006733106,0.0001747405,0.0001651682,0.0001390533,0.00004974924,0.0009373574,0.001181081,0.0001181712,0.0006262033],"category_scores_gemma":[0.000008545914,0.0001417922,0.0001027116,0.0002447411,0.00001346943,0.0006445655,0.002139095,0.0001561499,0.0005022194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003380589,"about_ca_system_score_gemma":0.0001755885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008421056,"about_ca_topic_score_gemma":0.000004013235,"domain_scores_codex":[0.9989304,0.00002012773,0.000194476,0.0004234492,0.0002540997,0.0001774821],"domain_scores_gemma":[0.999296,0.0000297774,0.00007190843,0.0005189101,0.00002507867,0.00005831613],"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":[0.000004281172,0.0001089073,0.001031208,0.00009164488,0.00008260419,0.00001336121,0.0006195319,0.000202761,0.0000052133,0.1261688,0.5150057,0.3566659],"study_design_scores_gemma":[0.00009167707,0.000008766881,0.001327752,0.00003337312,0.00000160991,0.000003159381,0.000002086798,0.003634104,0.0004623586,0.01546546,0.9786721,0.0002975124],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005114768,0.001438005,0.07647581,0.003369945,0.000588082,0.0001692369,0.000001222655,0.0006654334,0.9167808],"genre_scores_gemma":[0.05423317,0.0006840488,0.1685189,0.01568928,0.000651996,0.00007692958,0.0000148969,0.00004113604,0.7600896],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4636664,"threshold_uncertainty_score":0.9038959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04419442891637673,"score_gpt":0.2507002496469552,"score_spread":0.2065058207305785,"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."}}