{"id":"W2247653350","doi":"10.1002/app.43351","title":"Treatments of protein for biopolymer production in view of processability and physical properties: <scp>A</scp> review","year":2016,"lang":"en","type":"review","venue":"Journal of Applied Polymer Science","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Agriculture and Agri-Food Canada; Research Manitoba; Ministry of Agriculture, Food and Rural Affairs","funders":"Agriculture and Agri-Food Canada; Canola Council of Canada","keywords":"Biopolymer; Materials science; Moisture; Polymer; Brittleness; Polymer science; Composite material; Biochemical engineering; Engineering","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":[0.0003277546,0.001046156,0.0008318083,0.002938338,0.0002584873,0.0007087414,0.0004829704,0.0007609345,0.003686966],"category_scores_gemma":[0.0003965331,0.0002575805,0.0005255174,0.00319908,0.0002505874,0.0009793703,0.0004681484,0.0007751597,0.002794934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003241749,"about_ca_system_score_gemma":0.0006275169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008202228,"about_ca_topic_score_gemma":0.001377987,"domain_scores_codex":[0.9997706,0.00001913642,0.00003836532,0.00004472665,0.0001082641,0.00001901323],"domain_scores_gemma":[0.9997959,0.00007625298,0.00005388624,0.000008536675,0.00005386923,0.00001160852],"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":[0.00003642141,0.00008435265,0.0001500564,0.04423704,0.00008503387,0.0002582154,0.0000630572,0.0004861306,0.01896437,0.002909526,0.01490055,0.9178253],"study_design_scores_gemma":[0.000006889222,0.0001148863,0.001134178,0.004687234,0.0001350178,0.001650251,0.00006136152,0.0002266274,0.01450403,0.001104495,0.9763461,0.00002895772],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000524135,0.99615,0.0004758857,0.0001216884,0.0002127287,0.00001384348,0.00005330226,0.00001386751,0.00243439],"genre_scores_gemma":[0.002800399,0.9939789,0.0007877283,0.0001338789,0.0001441777,0.00001968807,0.00008463588,0.000005141277,0.002045558],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003686966,"threshold_uncertainty_score":0.01233411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02948712853016047,"score_gpt":0.2830302317492168,"score_spread":0.2535431032190563,"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."}}