{"id":"W2781868885","doi":"","title":"Development of Biocomposites Based on Cellulosic Reinforcements","year":2017,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Material Properties and Applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cellulosic ethanol; Composite material; Polymer science; Materials science; Cellulose; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004175823,0.000197898,0.0002347135,0.0001147623,0.0007378657,0.0002579847,0.0008316895,0.0001008056,0.0004031692],"category_scores_gemma":[0.00005412229,0.0001697994,0.00006534259,0.00005789634,0.0001213418,0.0001716909,0.0002275203,0.00008263626,0.0001139955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000122635,"about_ca_system_score_gemma":0.0001481163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001649076,"about_ca_topic_score_gemma":0.0001527863,"domain_scores_codex":[0.9985797,0.00003006208,0.0004414385,0.0002904846,0.0002934276,0.0003648797],"domain_scores_gemma":[0.9982131,0.00002404761,0.0004000184,0.001157145,0.00007337071,0.000132353],"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":[0.00007849441,0.0001199941,0.0009323364,0.00004252192,0.000005211636,0.000002025476,0.00007535408,0.0007300202,0.9905233,0.004921696,0.0003493963,0.002219661],"study_design_scores_gemma":[0.0002883027,0.00007059372,0.008230087,0.00007412733,0.000008389621,0.000001479787,0.000014689,0.01983316,0.9665909,0.0001625691,0.004526373,0.0001993765],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8871495,0.00003593679,0.1067501,0.0009347171,0.0001372411,0.0006527342,0.00004258838,0.0002043903,0.004092874],"genre_scores_gemma":[0.8964722,0.000005258086,0.1022503,0.0004090332,0.00004443755,0.0002561924,0.00001576956,0.00002435487,0.0005224187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02393243,"threshold_uncertainty_score":0.6924217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01795450813540582,"score_gpt":0.24174096358423,"score_spread":0.2237864554488242,"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."}}