{"id":"W7069148095","doi":"","title":"Generator sample","year":2011,"lang":"en","type":"other","venue":"International Linear Collider","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Session (web analytics); Phone; Join (topology); Password; Service (business); Generator (circuit theory); Permission","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006340048,0.0001836196,0.000122727,0.00009128796,0.0000205262,0.0000216691,0.0003582353,0.0002865086,0.006731492],"category_scores_gemma":[0.0001935242,0.0001764164,0.00008776641,0.0000321266,0.00003929127,0.000001350061,0.0001512695,0.000126742,0.0005915032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001331869,"about_ca_system_score_gemma":0.00006420486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001548575,"about_ca_topic_score_gemma":0.0001116532,"domain_scores_codex":[0.9992663,0.00001961701,0.0001866723,0.0002146873,0.000181069,0.0001316093],"domain_scores_gemma":[0.9994125,0.000008478024,0.0001679886,0.0002973433,0.00006073043,0.00005295842],"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":[0.00001553547,0.00002790628,0.001007774,0.00001506313,0.0001943656,0.000002253881,0.00001433731,0.00005138256,0.000381223,0.0004365557,0.9974803,0.0003732496],"study_design_scores_gemma":[0.0001975776,0.00003909729,0.00003907493,0.00002176041,0.00001085534,0.000008539621,0.000002668442,0.0006075652,0.0009971835,0.00002223559,0.9978532,0.0002002901],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001277706,0.0002824278,0.01251651,0.00009714639,0.001502015,0.0001765616,0.0004700051,0.00006893762,0.9847586],"genre_scores_gemma":[0.0004257207,0.0001714123,0.06336091,0.0007822045,0.002288128,0.00002296674,0.001873415,0.0003077075,0.9307675],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05399109,"threshold_uncertainty_score":0.9941765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01166061902981828,"score_gpt":0.2673380727362106,"score_spread":0.2556774537063923,"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."}}