{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004163075,0.000744855,0.0007252486,0.0003967998,0.0003592486,0.0004842115,0.0008263809,0.000757825,0.003563738],"category_scores_gemma":[0.0003061438,0.000422351,0.0005265735,0.0004541115,0.0003037749,0.0003035467,0.0006374439,0.00159071,0.003123023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000649709,"about_ca_system_score_gemma":0.0003754979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001624886,"about_ca_topic_score_gemma":0.001921642,"domain_scores_codex":[0.9995558,0.00004056836,0.00003885559,0.0001609128,0.0001059012,0.00009801757],"domain_scores_gemma":[0.9998403,0.0000397246,0.00002663522,0.00003369731,0.00002995698,0.00002985283],"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":[0.00003581668,0.00002036937,0.00004414015,0.00005092739,0.000003762647,0.00003224001,0.00004112996,0.00005300476,0.9975732,0.000377371,0.0002820069,0.0014861],"study_design_scores_gemma":[0.00002457679,0.00009927532,0.001529605,0.00001659799,0.00001428974,0.0001062371,0.00004653145,0.001357872,0.9732575,0.0001957645,0.02333846,0.00001332595],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8358569,0.002300543,0.110677,0.0008677016,0.0009665544,0.00154539,0.01133846,0.003194816,0.03325269],"genre_scores_gemma":[0.7899414,0.001590686,0.08566687,0.0005694654,0.00009145956,0.001127906,0.02562592,0.001926273,0.09346008],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003563738,"threshold_uncertainty_score":0.01192188,"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."}}