{"id":"W2497813984","doi":"10.1385/1-59259-207-4:307","title":"Colony Cultures: Plating Efficiency Assay and Cloning","year":2003,"lang":"en","type":"book-chapter","venue":"Humana Press eBooks","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"clone (Java method); Biology; Cloning (programming); Cell culture; Suspension culture; Cell biology; Plating efficiency; Morphology (biology); Colony morphology; Genetics; DNA; Bacteria; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001349251,0.0003969924,0.0002814047,0.00004769877,0.0003467787,0.0001005812,0.0001783745,0.0005032751,0.00005096117],"category_scores_gemma":[0.00004485493,0.0003725035,0.0001648986,0.000003409105,0.000164576,0.000002510511,0.000220572,0.0002731535,0.000004700254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001582862,"about_ca_system_score_gemma":0.00004006567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003066133,"about_ca_topic_score_gemma":0.00002644809,"domain_scores_codex":[0.9985245,0.00004725213,0.00030376,0.0006422744,0.0001909635,0.0002912603],"domain_scores_gemma":[0.9990844,0.00001904852,0.0002402095,0.0004276843,0.00008469458,0.0001440068],"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":[0.0004934908,0.000224836,0.00005717347,0.001466523,0.001821323,0.0002397259,0.001509122,0.0005976078,0.1288419,0.3235385,0.4775241,0.06368572],"study_design_scores_gemma":[0.000445221,0.0002787375,0.000004474497,0.0002004895,0.0001001189,0.00002878703,0.00001085042,0.00002467162,0.009896304,0.001458127,0.9869646,0.0005876171],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001756821,0.02129181,0.0001997526,0.000005002837,0.0003560107,0.0003856698,0.00005408405,0.00004398599,0.9759068],"genre_scores_gemma":[0.05908602,0.001970173,0.0002363601,0.0008714368,0.0009070848,0.0000821321,0.0001932678,0.0001668858,0.9364867],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5094405,"threshold_uncertainty_score":0.9998727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0243965947867575,"score_gpt":0.2699349637670108,"score_spread":0.2455383689802533,"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."}}