{"id":"W3166372226","doi":"10.1038/s41598-021-91883-z","title":"Low-coherence photonic method of electrochemical processes monitoring","year":2021,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Electrochemical Analysis and Applications","field":"Chemistry","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"Narodowa Agencja Wymiany Akademickiej; Politechnika Gdańska","keywords":"Coherence (philosophical gambling strategy); Computer science; Photonics; Optoelectronics; Materials science; Statistics; Mathematics","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":[0.0002565694,0.000464306,0.0002253562,0.0006352938,0.0002257476,0.0003893117,0.000712126,0.0005952453,0.001879379],"category_scores_gemma":[0.0003872398,0.0001832659,0.0001429368,0.0003909954,0.0004133776,0.0007679774,0.0005176066,0.0007608848,0.0004534465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005565534,"about_ca_system_score_gemma":0.0004006751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003868185,"about_ca_topic_score_gemma":0.0009220607,"domain_scores_codex":[0.9996161,0.00005011231,0.00001679031,0.0001209968,0.0001529606,0.00004294385],"domain_scores_gemma":[0.9997497,0.0000633566,0.00006173357,0.00003751264,0.00006951237,0.00001823689],"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":[0.00002271098,0.00003033476,0.0002024588,0.00008497092,0.000006579248,0.00004233587,0.00002550728,0.0001519634,0.9858278,0.001776805,0.0001795688,0.01164893],"study_design_scores_gemma":[0.000008993459,0.0001072064,0.0006722499,0.00000723633,0.00001006776,0.0001886734,0.0000200475,0.00792205,0.9866807,0.0005056286,0.003864225,0.00001282578],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3307735,0.00521018,0.6485316,0.0009120409,0.0003230554,0.0002697057,0.0008819771,0.0008532702,0.01224467],"genre_scores_gemma":[0.6861449,0.001554679,0.3065738,0.0003129241,0.00011605,0.0003227318,0.0004637128,0.00006307844,0.004447991],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001879379,"threshold_uncertainty_score":0.006287098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0120046382917906,"score_gpt":0.2848822729963219,"score_spread":0.2728776347045313,"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."}}