{"id":"W6931189786","doi":"10.5281/zenodo.4670374","title":"ArtinWedderburn","year":2021,"lang":"en","type":"other","venue":"Figshare","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00001378867,0.0001670413,0.0001257706,0.00003462526,0.00001790347,0.00002689767,0.0001935439,0.0003636963,0.6262703],"category_scores_gemma":[0.0005066233,0.0001673579,0.00008425615,0.00004330874,0.000004022467,2.980649e-7,0.0002018068,0.0001465042,0.002038997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003727357,"about_ca_system_score_gemma":0.0000681359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002822377,"about_ca_topic_score_gemma":0.00002346869,"domain_scores_codex":[0.9994228,0.00002062729,0.0001076329,0.0001935283,0.0000996703,0.0001556939],"domain_scores_gemma":[0.9993565,0.000004248401,0.0001313579,0.0004282052,0.00002871131,0.00005096109],"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":[7.205269e-7,0.00000623218,0.00000582128,0.0002481998,0.0000324399,0.000004736451,0.000003396686,0.000003430008,0.0001504426,0.000001321077,0.9985721,0.0009711516],"study_design_scores_gemma":[0.00007876979,0.00002120112,0.00001924528,0.0009126327,0.000004160487,0.00001258552,0.000003592456,0.00003013505,0.0007383307,6.862393e-7,0.9979786,0.0002001183],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[8.41828e-7,0.002596354,0.00000523636,0.00002049769,0.00007444952,0.000103493,0.05847784,0.00004739916,0.9386739],"genre_scores_gemma":[0.00001247726,0.00001637644,0.0006765913,0.0002666824,0.0005401981,0.00003123544,0.4071881,0.0001855244,0.5910828],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6242313,"threshold_uncertainty_score":0.9987381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01440277964124178,"score_gpt":0.2663690837886457,"score_spread":0.2519663041474039,"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."}}