{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001159035,0.0002119929,0.0002156788,0.00008434745,0.0002249543,0.0005782935,0.0001953453,0.0003991699,0.00229307],"category_scores_gemma":[0.0002609444,0.00008865044,0.0002157712,0.00007556121,0.000255923,0.0003158991,0.0003319302,0.0003399688,0.000379031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003142623,"about_ca_system_score_gemma":0.0002187819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001231503,"about_ca_topic_score_gemma":0.0009987896,"domain_scores_codex":[0.9999036,0.00001750749,0.00000308725,0.00001989233,0.00002519415,0.00003082759],"domain_scores_gemma":[0.9999392,0.00002618794,0.00000620426,0.000007556056,0.00001215352,0.000008722284],"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":[0.0003216553,0.00004805988,0.0009345378,0.0001106316,0.00001478748,0.000353726,0.00009166947,0.001092733,0.9892825,0.003456941,0.000203373,0.004089556],"study_design_scores_gemma":[0.00001785227,0.00007627998,0.002033886,0.000004572231,0.000009627793,0.0001444562,0.0001421739,0.005464378,0.9891042,0.001503869,0.001492259,0.000006508908],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891534,0.0007272774,0.004748998,0.0003548666,0.00006163538,0.00001419652,0.0001186445,0.0000444908,0.004776475],"genre_scores_gemma":[0.9965855,0.0001672296,0.0004776717,0.00001009916,0.000005276201,0.000003975324,0.00004016175,0.000008167483,0.002701934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00229307,"threshold_uncertainty_score":0.007671118,"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."}}