{"id":"W4416139111","doi":"10.26434/chemrxiv-2025-v294b","title":"Robust and Sustainable Synthesis of Al-Based MOFs form Waste Aluminium","year":2025,"lang":"","type":"article","venue":"ChemRxiv","topic":"Metal-Organic Frameworks: Synthesis and Applications","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of New Brunswick","funders":"New Brunswick Innovation Foundation","keywords":"Aluminium; Sustainability; Chemical synthesis; Municipal solid waste","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000113061,0.0002844108,0.0001660112,0.0002962078,0.0002378794,0.000312225,0.0003570493,0.0005222816,0.001177263],"category_scores_gemma":[0.0001782659,0.0001252257,0.0002864649,0.0001827644,0.0001751079,0.0002781877,0.0003622154,0.0004490609,0.0005319486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004136557,"about_ca_system_score_gemma":0.0002581609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008684096,"about_ca_topic_score_gemma":0.002733717,"domain_scores_codex":[0.9998742,0.000007384722,0.000007652775,0.0000251985,0.00004880187,0.00003683446],"domain_scores_gemma":[0.9999584,0.000005411711,0.00001065204,0.000006875945,0.00001000293,0.00000871806],"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":[0.00005170356,0.00002150186,0.0001455993,0.000156389,0.000009307736,0.0001360644,0.0000280511,0.0008556326,0.9904121,0.001123087,0.0002883446,0.006772205],"study_design_scores_gemma":[0.00000536803,0.00004300889,0.0001856538,0.000006947297,0.000003324622,0.00004994075,0.00001116221,0.001114644,0.9931271,0.0001257854,0.005321445,0.000005674151],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9531899,0.002968274,0.03019105,0.0002850096,0.0001261676,0.0001539771,0.00121676,0.0007923464,0.01107659],"genre_scores_gemma":[0.9794678,0.0008647667,0.0153908,0.00005640821,0.00001292981,0.00007681904,0.0004126409,0.00005892595,0.003658825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001177263,"threshold_uncertainty_score":0.003938317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01261075489493392,"score_gpt":0.2293482575515736,"score_spread":0.2167375026566397,"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."}}