{"id":"W4391479332","doi":"10.17504/protocols.io.4r3l28e1xl1y/v4","title":"Transformation of Diplonema papillatum by electroporation v2","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Microbial Inactivation Methods","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Transformation (genetics); Electroporation; Computer science; Biology; Genetics","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":[0.0004360078,0.0008344062,0.0006458351,0.0008650169,0.0004678977,0.0006063068,0.0006306956,0.000544214,0.004946826],"category_scores_gemma":[0.0003170548,0.0003707945,0.0005946803,0.0006709046,0.0003036822,0.0002538169,0.0009585561,0.001572321,0.005949493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004704119,"about_ca_system_score_gemma":0.0003829273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001373584,"about_ca_topic_score_gemma":0.001626336,"domain_scores_codex":[0.999504,0.00005599783,0.00005544406,0.0001745127,0.0001289778,0.00008116048],"domain_scores_gemma":[0.999827,0.00003027567,0.00002025335,0.00006922585,0.00002236436,0.00003093452],"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":[0.0000477264,0.00002118026,0.0001220579,0.00007603685,0.00001005023,0.00006860428,0.00003571165,0.00005627831,0.9947009,0.0005100226,0.0005609957,0.003790456],"study_design_scores_gemma":[0.00003350444,0.000106622,0.002860179,0.00002378909,0.00003860554,0.00068407,0.00003707663,0.0008049218,0.9325725,0.0003708464,0.06244175,0.00002619229],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5362223,0.00297468,0.3681762,0.0006462757,0.00116622,0.002757673,0.04049955,0.00737613,0.04018097],"genre_scores_gemma":[0.5682014,0.003535342,0.2239394,0.0004668125,0.0001249264,0.002162376,0.09892851,0.00411315,0.09852808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004946826,"threshold_uncertainty_score":0.01654881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01073249717406636,"score_gpt":0.2967929455350291,"score_spread":0.2860604483609627,"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."}}