{"id":"W4415583573","doi":"10.1021/prechem.5c00080","title":"Standardizing Depolymerization: Strategies and Performance Metrics","year":2025,"lang":"en","type":"review","venue":"Precision Chemistry","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"Northeastern University; Deutsche Forschungsgemeinschaft; University of Utah","keywords":"Depolymerization; Transformative learning; Key (lock); Realization (probability); Strengths and weaknesses","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":[0.03044028,0.002090524,0.001869474,0.006658436,0.000887662,0.006031572,0.003000335,0.002554255,0.001763705],"category_scores_gemma":[0.02610497,0.0007049456,0.000916891,0.006219138,0.002515178,0.006406862,0.002452165,0.002624607,0.001176429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003724457,"about_ca_system_score_gemma":0.007707151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002955562,"about_ca_topic_score_gemma":0.00425993,"domain_scores_codex":[0.9820412,0.005468481,0.002740333,0.001601828,0.007592224,0.0005559176],"domain_scores_gemma":[0.9843767,0.006797557,0.003230669,0.0009344707,0.004393724,0.0002669744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009919464,0.0002450772,0.001888094,0.03727048,0.0002074815,0.0002056031,0.0006842962,0.003399585,0.01921191,0.09828071,0.01094041,0.8275672],"study_design_scores_gemma":[0.0000293642,0.001182019,0.003418277,0.02298465,0.0004467679,0.001201949,0.001587595,0.003023622,0.0813781,0.04144671,0.8430138,0.0002871145],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005903426,0.9264434,0.04540067,0.00539428,0.0006339658,0.0007223577,0.0005523007,0.000173624,0.01477596],"genre_scores_gemma":[0.04733301,0.8658203,0.0792857,0.001826456,0.0004648229,0.001244236,0.0008642692,0.0001062395,0.003054902],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03044028,"threshold_uncertainty_score":0.1609855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0410888547176684,"score_gpt":0.2940022133560067,"score_spread":0.2529133586383384,"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."}}