{"id":"W4407005560","doi":"10.1007/s13399-025-06545-1","title":"Thermal behavior and reaction mechanisms of Moroccan agro-food residues during slow pyrolysis: a TGA and DSC study","year":2025,"lang":"en","type":"article","venue":"Biomass Conversion and Biorefinery","topic":"Thermochemical Biomass Conversion Processes","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"British American Tobacco (Canada)","funders":"","keywords":"Pyrolysis; Chemistry; Thermal; Thermogravimetric analysis; Chemical engineering; Organic chemistry; Thermodynamics; Engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001086762,0.0002295384,0.000287833,0.0002869801,0.00009672382,0.00003592289,0.00009699462,0.000155976,0.00001850263],"category_scores_gemma":[0.00001583225,0.0002014101,0.00004131028,0.0002878378,0.0001084322,0.0001523151,0.0001550106,0.0000945943,0.000001313828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002848721,"about_ca_system_score_gemma":0.00001351065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004117333,"about_ca_topic_score_gemma":0.000007219774,"domain_scores_codex":[0.9990154,0.00002972907,0.0002704005,0.0003343139,0.0001586803,0.0001915144],"domain_scores_gemma":[0.9995582,0.00004564357,0.00006530093,0.0001850038,0.00004739108,0.00009848175],"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":[0.0001041566,0.00007882108,0.01027607,0.0003546355,0.0001031762,0.000009368022,0.0001352082,1.347193e-7,0.9868012,0.0000358906,0.000101629,0.001999724],"study_design_scores_gemma":[0.001403444,0.0001681344,0.08781499,0.00007738247,0.0001785697,0.000006382893,0.001264661,0.00005141152,0.9087045,0.00003152252,0.00008184602,0.0002171649],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974706,0.00174683,0.00001253584,0.00009911673,0.0001395054,0.0002539381,0.0000188784,0.0001737203,0.00008485592],"genre_scores_gemma":[0.9994746,0.0002327012,0.00007657518,0.0000323311,0.00001371229,0.00002200928,0.000006982199,0.00001774373,0.0001233493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0780967,"threshold_uncertainty_score":0.8213266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007426425589139529,"score_gpt":0.2013841328344597,"score_spread":0.1939577072453202,"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."}}