{"id":"W3137025650","doi":"10.17504/protocols.io.vcne2ve","title":"Electroporation of Oxyrrhis marina v1","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Microbial Inactivation Methods","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Electroporation; Computer science; Chemistry; Biochemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.000257814,0.0001443408,0.0001673542,0.00005162258,0.00002048433,0.00001281223,0.0001979914,0.0003907187,0.0003652567],"category_scores_gemma":[0.000125231,0.0001425535,0.00009571957,0.00004825829,0.00006534037,9.988415e-7,0.0004011699,0.0001278626,0.00001175843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002124777,"about_ca_system_score_gemma":0.000147869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008336489,"about_ca_topic_score_gemma":0.000024848,"domain_scores_codex":[0.9991156,0.0001053234,0.0002480698,0.0003368298,0.00007872326,0.0001153866],"domain_scores_gemma":[0.9989539,0.000005345657,0.0002327217,0.0005082476,0.0002716621,0.00002808502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004219159,0.00002822383,0.0002034511,0.00004778503,0.00004375164,1.250067e-7,0.000008806185,0.0000133466,0.9747573,0.0002715658,0.02346125,0.001122271],"study_design_scores_gemma":[0.00008763476,0.0001413393,0.0003720221,0.000008310659,0.00001427957,0.000001983102,0.0000052622,0.00003322626,0.9664376,0.001056071,0.03169897,0.0001433133],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7553678,0.0001548865,0.2105763,0.0001513633,0.0003529867,0.0003584429,0.00002793025,0.0000204872,0.03298985],"genre_scores_gemma":[0.8587468,0.000233482,0.1279511,0.0002533779,0.0007966292,0.00002468525,0.00151278,0.00004503169,0.01043614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1033791,"threshold_uncertainty_score":0.5813164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01883240750577007,"score_gpt":0.3144735822602502,"score_spread":0.2956411747544802,"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."}}