{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003699014,0.001186308,0.001245898,0.002232899,0.0005502648,0.002502476,0.001321525,0.002024699,0.002489056],"category_scores_gemma":[0.00223404,0.0004864139,0.000614277,0.002330571,0.002180549,0.005677704,0.001595541,0.005382165,0.001551825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001417467,"about_ca_system_score_gemma":0.003242909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001099887,"about_ca_topic_score_gemma":0.001992121,"domain_scores_codex":[0.9992206,0.000195823,0.00008572416,0.0001192796,0.0003163241,0.00006209983],"domain_scores_gemma":[0.9983734,0.001161991,0.0001006669,0.00006477669,0.0002406946,0.00005848125],"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":[0.00006804082,0.0001311783,0.0002785526,0.05951229,0.0001968789,0.0004956218,0.000628445,0.0009710192,0.0231484,0.1471369,0.02183876,0.7455938],"study_design_scores_gemma":[0.000008195903,0.00009580195,0.0004189347,0.004864035,0.00008557473,0.0006425007,0.0002610745,0.0001517439,0.003659277,0.01833023,0.9714522,0.00003042303],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000202715,0.994862,0.001484269,0.001151906,0.0004558386,0.000009626538,0.00001164324,0.000007812092,0.001814172],"genre_scores_gemma":[0.001425311,0.995018,0.00192977,0.0006070331,0.0003179263,0.00002339974,0.00002351925,0.000004296782,0.0006507535],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003699014,"threshold_uncertainty_score":0.01956254,"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."}}