{"id":"W4409142135","doi":"10.2139/ssrn.5203779","title":"Assessing the Biodegradability of 2-Methylene-1,3-Dioxepane (Mdo)-Based Multicomponent Polymers Under Aerobic Composting Conditions","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University; University of Ottawa","funders":"","keywords":"Biodegradation; Polymer; Methylene; Methylene blue; Chemical engineering; Chemistry; Waste management; Pulp and paper industry; Materials science; Environmental chemistry; Organic chemistry; Environmental science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002005835,0.0003526046,0.0001514801,0.0002727594,0.0001162068,0.0003286632,0.0001302466,0.000374612,0.001002669],"category_scores_gemma":[0.0004092026,0.0001139417,0.0001518367,0.0003047545,0.0001566624,0.000334033,0.0001879391,0.0003581632,0.000291949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001861306,"about_ca_system_score_gemma":0.0002575179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00149159,"about_ca_topic_score_gemma":0.001746588,"domain_scores_codex":[0.9998181,0.00001868086,0.00001062286,0.00004293287,0.00006216743,0.00004749418],"domain_scores_gemma":[0.9998018,0.0000668708,0.00003966675,0.00001131448,0.00004524329,0.00003504035],"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":[0.0001814624,0.00002633318,0.0004478423,0.00002923155,0.000002294402,0.00001927308,0.00001604865,0.0001269254,0.9976927,0.00001388855,0.000004927727,0.001439024],"study_design_scores_gemma":[0.00000239025,0.0002810661,0.003312676,0.000003120805,0.000006394152,0.00001699686,0.00002810477,0.0005556189,0.9955963,0.00001276533,0.0001816025,0.000002841146],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986148,0.0001540145,0.0006182361,0.000007116764,0.000005123647,0.00001138653,0.0001750682,0.00000867745,0.0004056101],"genre_scores_gemma":[0.9969496,0.0002839847,0.001158854,0.000008230215,0.000002368316,0.00001610378,0.0001858686,0.000006381994,0.001388537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00149159,"threshold_uncertainty_score":0.003354251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03382747584177596,"score_gpt":0.3021795591279867,"score_spread":0.2683520832862107,"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."}}