{"id":"W2159008172","doi":"10.1111/j.1462-2920.2006.00983.x","title":"Surveying biotransformations with <i>à la carte</i> genetic traps: translating dehydrochlorination of lindane (gamma‐hexachlorocyclohexane) into <i>lacZ</i> ‐based phenotypes","year":2006,"lang":"en","type":"article","venue":"Environmental Microbiology","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"European Commission","keywords":"Biology; lac operon; Effector; Escherichia coli; Phenotype; Gene; clone (Java method); Lindane; Genetics; 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":[0.0001524747,0.0002109152,0.0001954465,0.00006681905,0.00008556408,0.000009018445,0.0001156449,0.0001831441,0.00001601469],"category_scores_gemma":[0.00000460564,0.0001957077,0.00007644459,0.00008833371,0.0002048387,0.000008339694,0.00001593524,0.0001052813,0.000004450304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002339572,"about_ca_system_score_gemma":0.00002410026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001075384,"about_ca_topic_score_gemma":0.0001119545,"domain_scores_codex":[0.9989727,0.00009303665,0.0003201181,0.0003350796,0.00005313758,0.0002259788],"domain_scores_gemma":[0.9996302,0.000009657674,0.0001122875,0.0002034843,0.00001179692,0.00003261612],"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":[0.00007494783,0.0001153279,0.002039894,0.00003516545,0.00003029919,0.000001007772,0.00007558182,0.005036691,0.9904045,0.00001319318,0.00002513876,0.002148253],"study_design_scores_gemma":[0.0008365392,0.0002415348,0.004577339,0.00001830536,0.00004302347,0.00007936008,0.0000368423,0.00005178284,0.9764867,0.00000922301,0.01737485,0.000244434],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817491,0.0009589061,0.01668073,0.00005750518,0.00009298637,0.0002100609,0.00007484295,0.00002136859,0.0001544741],"genre_scores_gemma":[0.9939666,0.00007059207,0.004765236,0.00003715221,0.0001518942,0.00001500133,0.0009032098,0.00002905398,0.0000613009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01734971,"threshold_uncertainty_score":0.7980729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001908632018362416,"score_gpt":0.162761132105111,"score_spread":0.1608525000867486,"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."}}