{"id":"W4392750757","doi":"10.5334/jors.403","title":"BEaTmap: Simplified Rigorous BET Analysis of Isothermal Adsorption Data","year":2024,"lang":"en","type":"article","venue":"Journal of Open Research Software","topic":"Spectroscopy and Quantum Chemical Studies","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Waterloo","funders":"","keywords":"Computer science; Isothermal process; Adsorption; Thermodynamics; Physical chemistry; Chemistry; Physics","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":[0.001613393,0.000104083,0.0004445088,0.0003125886,0.0001087542,0.0002802595,0.001336529,0.00003522875,0.001380965],"category_scores_gemma":[0.0001293618,0.00007523608,0.0001887217,0.001141428,0.0001171381,0.0005713857,0.0008309783,0.0005214857,0.00001514818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005025208,"about_ca_system_score_gemma":0.0001832703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005217562,"about_ca_topic_score_gemma":0.00001294741,"domain_scores_codex":[0.9982965,0.0001226579,0.0004510776,0.000233221,0.0006133353,0.0002832022],"domain_scores_gemma":[0.9983751,0.0006138217,0.0001425675,0.0004179851,0.0003417499,0.0001088365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001949193,0.002435643,0.3217242,0.000538629,0.04600684,0.0002525132,0.003535732,0.0008901163,0.08261374,0.02907808,0.3271661,0.1838092],"study_design_scores_gemma":[0.008211391,0.004740041,0.189401,0.003458612,0.01320005,0.000054024,0.01195763,0.02524565,0.1774715,0.1521305,0.4114469,0.002682742],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775457,0.002574664,0.01402722,0.001095048,0.0002453211,0.0003382127,0.0009560364,0.00001797916,0.003199776],"genre_scores_gemma":[0.9976697,0.00006354455,0.001425516,0.00001046379,0.0003746294,0.000004935129,0.0001104577,0.00001380622,0.0003269787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1811265,"threshold_uncertainty_score":0.9995319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1940406799499454,"score_gpt":0.4881339391767445,"score_spread":0.2940932592267991,"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."}}