{"id":"W4408900909","doi":"10.21203/rs.3.rs-6057462/v1","title":"Microbial mediation in chalcopyrite formation at low temperature","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Metal Extraction and Bioleaching","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Lakehead University","funders":"","keywords":"Chalcopyrite; Mediation; Chemistry; Geochemistry; Chemical engineering; Materials science; Geology; Metallurgy; Political science; Copper; Engineering","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":[0.00103739,0.0001766962,0.000210496,0.0007348968,0.0001070375,0.0001283466,0.0002094943,0.0005116201,0.0001423783],"category_scores_gemma":[0.0001639952,0.0001734983,0.00008984102,0.0003778782,0.00002011566,0.0001613538,0.0002967711,0.002104655,0.0001258812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000870625,"about_ca_system_score_gemma":0.00007428788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005091833,"about_ca_topic_score_gemma":0.000405201,"domain_scores_codex":[0.9983811,0.0002292398,0.0003094344,0.000255213,0.0004663948,0.0003585697],"domain_scores_gemma":[0.9993578,0.0001106627,0.00003113229,0.0002869973,0.0001393142,0.0000741265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001801467,0.0002272471,0.001319638,0.02658596,0.0001237204,0.00008269549,0.006385499,0.1245434,0.742829,0.0006415729,0.05309656,0.04398458],"study_design_scores_gemma":[0.003259235,0.0001407803,0.02506416,0.01459,0.00003096304,0.00002802531,0.001741579,0.5321261,0.2897541,0.001271974,0.1296906,0.002302446],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843875,0.001722016,0.0002592445,0.0003860646,0.001698617,0.001187193,0.0002350968,0.0003008679,0.009823436],"genre_scores_gemma":[0.9957436,0.00122486,0.0001383595,0.00002030302,0.0003056118,0.0001049576,0.0009452556,0.00001980052,0.001497246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4530749,"threshold_uncertainty_score":0.9143797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03019511751704402,"score_gpt":0.3436867663357269,"score_spread":0.3134916488186829,"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."}}