{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002686125,0.0001161749,0.0002267504,0.00003247054,0.0001279658,0.00008629826,0.0001671942,0.0000766057,0.0003506169],"category_scores_gemma":[0.0003486386,0.0001083911,0.0001209459,0.0009925454,0.00009824485,0.0000621049,0.00007054386,0.0001598587,0.000007546153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004092373,"about_ca_system_score_gemma":0.0004226005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004536995,"about_ca_topic_score_gemma":0.000003112373,"domain_scores_codex":[0.9981457,0.000008605596,0.0004684592,0.0006941772,0.0004064745,0.0002765632],"domain_scores_gemma":[0.9983885,0.00007581237,0.0002695145,0.0007277702,0.0004438486,0.0000945998],"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":[0.000001572701,0.0001309234,0.001329251,0.0001760122,0.00002584214,0.00002351793,0.0000414589,0.000003675196,0.9971741,0.00001814878,0.0002116159,0.0008638521],"study_design_scores_gemma":[0.0000345117,0.00000200455,0.000007814675,0.00007641945,0.00003952971,0.0001192685,0.00004703171,0.00004586108,0.9915539,0.004717025,0.003244387,0.0001122288],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914064,0.0007575308,0.0026605,0.00005695245,0.0001385781,0.00003912536,0.000001365977,0.00005942961,0.004880088],"genre_scores_gemma":[0.9876797,0.00001880175,0.007588869,0.000004629898,0.0000690086,0.00004739342,0.00005880027,0.00001101722,0.004521761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005620213,"threshold_uncertainty_score":0.4420063,"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."}}