{"id":"W7071376556","doi":"","title":"SentemQC - software","year":2024,"lang":"en","type":"other","venue":"","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Communitech","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003704623,0.003810155,0.002927723,0.004961551,0.001701723,0.004418836,0.004406817,0.001521645,0.3020819],"category_scores_gemma":[0.01146438,0.002230792,0.003340388,0.003916157,0.001066313,0.003272412,0.003383153,0.003750669,0.2722941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001470238,"about_ca_system_score_gemma":0.002366412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004726761,"about_ca_topic_score_gemma":0.006079305,"domain_scores_codex":[0.997696,0.0005141826,0.0002186846,0.0007254125,0.000569075,0.0002766355],"domain_scores_gemma":[0.9957727,0.001956349,0.0002142771,0.0009705834,0.0008250982,0.0002610458],"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":[0.0002873511,0.00007385687,0.0004163637,0.0007471821,0.0001305021,0.00005766985,0.0001054946,0.001249757,0.0009844836,0.01032903,0.9483204,0.0372979],"study_design_scores_gemma":[0.0004709823,0.00005762504,0.0009782529,0.000294007,0.0001685522,0.0002144406,0.00005125414,0.02435534,0.01108588,0.04565367,0.9164985,0.0001715655],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001780496,0.0004489138,0.1169103,0.0005568765,0.000449981,0.0002947591,0.1503478,0.6774422,0.05176862],"genre_scores_gemma":[0.01570994,0.0005225387,0.1899267,0.001146992,0.0002574778,0.001783338,0.2613257,0.4670049,0.06232244],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.3020819,"threshold_uncertainty_score":0.9954955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00447576596127469,"score_gpt":0.2527968859757016,"score_spread":0.2483211200144269,"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."}}