{"id":"W3196854727","doi":"10.1016/j.isci.2021.103049","title":"Pushing the methodological envelope in understanding the photo/electrosynthetic materials-microorganism interface","year":2021,"lang":"en","type":"review","venue":"iScience","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"American Chemical Society","keywords":"Interface (matter); Nanotechnology; Envelope (radar); Microorganism; Astrobiology; Chemistry; Engineering physics; Materials science; Computer science; Biology; Engineering; Telecommunications; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003426454,0.0002774835,0.0005757614,0.00003602059,0.000356727,0.000309684,0.001282378,0.0001665181,0.00249075],"category_scores_gemma":[0.0003165664,0.0001283338,0.0001247469,0.0008754936,0.0005444964,0.000124622,0.0007698956,0.000444538,0.0002554312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007052788,"about_ca_system_score_gemma":0.00008031843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001288722,"about_ca_topic_score_gemma":0.0002013155,"domain_scores_codex":[0.9970776,0.001072823,0.0004589966,0.0005999016,0.0003345699,0.0004560364],"domain_scores_gemma":[0.9986606,0.0006330584,0.0002575785,0.0004006482,0.000004461887,0.00004363278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000860069,0.000131748,0.00003528048,0.001242321,0.00003593266,0.00006798957,0.00402863,0.00008830216,0.3379439,0.001126256,0.003688624,0.6516024],"study_design_scores_gemma":[0.00005494858,0.00003032986,0.00003215203,0.001457156,0.00007959291,0.0001323152,0.0003367624,0.00001243601,0.01067599,0.0007020439,0.986069,0.0004172366],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005764803,0.9911427,0.004868332,0.00048134,0.0007550043,0.0008058957,0.00001156842,0.0000238774,0.001334809],"genre_scores_gemma":[0.00871865,0.990307,0.0004628984,0.0002091935,0.00006203037,0.00002709296,0.000006322837,0.00001884433,0.0001879922],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9823804,"threshold_uncertainty_score":0.9984211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1535479285881321,"score_gpt":0.3436370572297994,"score_spread":0.1900891286416673,"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."}}