{"id":"W2627085759","doi":"10.3390/pr5020031","title":"Special Issue: Water Soluble Polymers","year":2017,"lang":"en","type":"article","venue":"Processes","topic":"Advanced Polymer Synthesis and Characterization","field":"Chemistry","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Reprint; Polymer; Polymer science; Science and engineering; Engineering ethics; Materials science; Engineering; Chemistry; Organic 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":[0.00001976433,0.0001053949,0.0001079966,0.00001291973,0.0004026385,0.000164389,0.0002872579,0.00005526226,0.0161449],"category_scores_gemma":[0.00007125179,0.00007972271,0.00002500843,0.00001226157,0.00006039948,0.0003905825,0.00006958502,0.00005316472,0.0002684643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009081322,"about_ca_system_score_gemma":0.00002595482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001328259,"about_ca_topic_score_gemma":0.000008671807,"domain_scores_codex":[0.9993813,0.000001730155,0.000110376,0.0001803068,0.0001120673,0.0002142121],"domain_scores_gemma":[0.9994984,0.00001031181,0.00008772156,0.0003108787,0.00004502176,0.00004764412],"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":[0.0001513198,0.0002299887,0.008783005,0.002562669,0.00008306885,0.00002312953,0.002497658,0.00000204596,0.5792747,0.00009177093,0.0120117,0.394289],"study_design_scores_gemma":[0.0000761,0.000001999337,0.00004063049,0.00001839563,0.000006766984,0.000001386961,0.00004400474,0.000002042023,0.5682931,0.00006335571,0.4313692,0.0000830135],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1236635,0.0007598015,0.0001732559,0.002208727,0.00150715,0.00005801163,0.00002375727,0.0001899675,0.8714159],"genre_scores_gemma":[0.8898128,0.0003413078,0.00009065441,0.0001213926,0.01420964,0.0000254934,0.00004628586,0.00003831619,0.0953141],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7761018,"threshold_uncertainty_score":0.9847545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01346482933244813,"score_gpt":0.2522694880095486,"score_spread":0.2388046586771004,"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."}}