{"id":"W2165429241","doi":"10.1002/bit.22073","title":"Biomining with bacteriophage: Selectivity of displayed peptides for naturally occurring sphalerite and chalcopyrite","year":2008,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Metal Extraction and Bioleaching","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sphalerite; Chalcopyrite; Bacteriophage; Chemistry; Selectivity; Environmental chemistry; Mineralogy; Copper; Escherichia coli; Biochemistry; Pyrite; Organic chemistry","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":[0.00009514204,0.0001837372,0.0002522658,0.000249238,0.0001035722,0.00001174563,0.00006478808,0.0002163956,0.000001686305],"category_scores_gemma":[0.00002154017,0.0001554527,0.00002927897,0.0002136954,0.000126319,0.0001451651,0.00002956969,0.0002243409,3.283485e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001207871,"about_ca_system_score_gemma":0.000007143883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004864588,"about_ca_topic_score_gemma":0.000006751842,"domain_scores_codex":[0.9993533,0.000005121347,0.0001686276,0.0001971659,0.00005017864,0.0002255871],"domain_scores_gemma":[0.9997445,0.00004802793,0.00003796667,0.0001010719,0.00001931101,0.00004907063],"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":[0.00004045316,0.00001121101,0.001606434,0.0002883777,0.00008738798,0.000009010382,0.00009707594,0.0001952494,0.9874632,0.0003917492,0.000004153786,0.009805722],"study_design_scores_gemma":[0.001244935,0.0005070724,0.02787732,0.0002525896,0.0000632758,0.0008910346,0.0001432118,0.08703018,0.877618,0.00001476495,0.003708866,0.0006487462],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743125,0.00174287,0.02324973,0.00004297214,0.0001063407,0.0001488655,0.00001308272,0.0003462686,0.00003732108],"genre_scores_gemma":[0.9889019,0.0004314157,0.01057761,0.000009311952,0.00002987442,0.000009837942,0.00000368393,0.00002181319,0.00001452735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1098452,"threshold_uncertainty_score":0.6339176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008139782266478983,"score_gpt":0.185071062446669,"score_spread":0.17693128018019,"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."}}