{"id":"W7070032944","doi":"","title":"untitled","year":2013,"lang":"en","type":"article","venue":"Sound Ideas (University of Puget Sound)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Object (grammar); Focus (optics); Face (sociological concept); Work (physics); Process (computing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0001003859,0.0001031888,0.0001233206,0.00005459536,0.0001273415,0.00002233893,0.000280383,0.0001208343,0.001531473],"category_scores_gemma":[0.00005903034,0.0001205928,0.0001001645,0.00008706733,0.0001536594,0.00001385453,0.0001678601,0.0000959718,0.0006464943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001491214,"about_ca_system_score_gemma":0.00003498366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002751417,"about_ca_topic_score_gemma":0.0001210265,"domain_scores_codex":[0.9994076,0.00003281316,0.00009921251,0.0001517361,0.0001300793,0.000178535],"domain_scores_gemma":[0.9993747,0.00001114348,0.000113674,0.0003134513,0.000111745,0.00007530391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00025869,0.0004752358,0.2553492,0.0005834907,0.0009294045,0.00001764659,0.004437483,0.001605905,0.02457208,0.5146362,0.1958729,0.001261737],"study_design_scores_gemma":[0.001167417,0.000292359,0.01853193,0.00001591212,0.00005188269,0.00001848687,0.002471458,0.001608954,0.0001056886,0.9472277,0.02806939,0.0004388957],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9685038,0.00006972016,0.01101338,0.0001339184,0.00008013058,0.000127658,0.000008170357,0.00002365708,0.02003951],"genre_scores_gemma":[0.9882684,0.00002294019,0.004559448,0.0001052463,0.00005526758,2.861643e-7,0.00008165326,0.00001067468,0.006896062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4325915,"threshold_uncertainty_score":0.9993812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005096348183000208,"score_gpt":0.1996683877571084,"score_spread":0.1945720395741082,"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."}}