{"id":"W6991776402","doi":"","title":"Infrared spectroscopy analysis of gas intercalation mechanisms through graphene oxide membranes","year":2018,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission; Natural Sciences and Engineering Research Council of Canada; Horizon 2020 Framework Programme; McGill University","keywords":"Membrane; Graphene; Oxide; Infrared spectroscopy; Intercalation (chemistry)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004936584,0.0008915238,0.001445574,0.001272037,0.0003255494,0.00006002179,0.0005975512,0.0008776844,0.001576856],"category_scores_gemma":[0.00009618937,0.0009912857,0.0009094375,0.00227659,0.00006172198,0.0008177912,0.00002447636,0.0008318988,0.0001278392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002626936,"about_ca_system_score_gemma":0.00002770614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001650604,"about_ca_topic_score_gemma":0.002588179,"domain_scores_codex":[0.9959829,0.0001343869,0.001530593,0.0008590308,0.000883502,0.0006096042],"domain_scores_gemma":[0.9978194,0.00009769243,0.0004960094,0.0009387723,0.0004245732,0.0002236039],"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":[0.0004236493,0.0001966478,0.00002737118,0.001674723,0.005902612,0.00003081672,0.0001282111,0.007268783,0.8785007,0.102733,0.00002463748,0.003088892],"study_design_scores_gemma":[0.0006491236,0.0001226089,0.0009989317,0.0002843289,0.002984569,0.000003938447,0.0002046601,0.001544356,0.9400427,0.04430245,0.007839172,0.001023125],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8564323,0.0002083188,0.0001421757,0.000003098108,0.001349739,0.000562336,0.001028161,0.0006275364,0.1396464],"genre_scores_gemma":[0.9799286,0.000976897,0.008767717,0.0000901331,0.00004377139,0.00009792312,0.006895329,0.000261167,0.00293845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1367079,"threshold_uncertainty_score":0.9993358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01235867845185024,"score_gpt":0.2403790904674065,"score_spread":0.2280204120155563,"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."}}