{"id":"W4385421595","doi":"10.3390/polym15153229","title":"Smart Polymers for Soft Materials: From Solution Processing to Organic Solids","year":2023,"lang":"en","type":"review","venue":"Polymers","topic":"Polymer Nanocomposites and Properties","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Polymer; Materials science; Polymer science; Chemical engineering; Composite material; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004919367,0.0007959256,0.001981362,0.0003597,0.0004864106,0.0005415702,0.0009603793,0.0004419637,0.001880912],"category_scores_gemma":[0.00009923622,0.0006526655,0.0004151333,0.0005746401,0.0001322496,0.000272419,0.0003756807,0.0001584978,0.002180627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002151402,"about_ca_system_score_gemma":0.0005658353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001581119,"about_ca_topic_score_gemma":0.00006488911,"domain_scores_codex":[0.9960162,0.0002159249,0.001111358,0.001087006,0.0004152742,0.00115421],"domain_scores_gemma":[0.9982147,0.0002560121,0.0005505562,0.000592569,0.00005944024,0.000326765],"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":[0.00005970734,0.00003037443,2.643057e-7,0.006241786,0.00009993485,0.000003937282,0.0003405892,2.247281e-7,0.2041389,0.00001374621,0.001020232,0.7880503],"study_design_scores_gemma":[0.0002701521,0.000135987,7.729539e-7,0.008911625,0.001042357,0.00001351592,0.00007412627,0.000009429649,0.1024449,0.00003891285,0.8858993,0.001158876],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002370987,0.9915873,0.0010667,0.0001909998,0.003006406,0.001523238,0.001705679,0.0005406059,0.000141953],"genre_scores_gemma":[0.0001995364,0.9869918,0.001122925,0.0004682941,0.001786842,0.001237272,0.0008730695,0.0005244322,0.006795853],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8848791,"threshold_uncertainty_score":0.9995925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07022400392483708,"score_gpt":0.3229619843107349,"score_spread":0.2527379803858978,"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."}}