{"id":"W4385587910","doi":"10.2139/ssrn.4531461","title":"Valorization of Brown Seaweed (Sargassum Spp.) Towards Preparing Sustainable Packaging and Photo-Reversible Materials","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Sargassum; Brown seaweed; Brown algae; Algae; Business; Environmental science; Botany; Biology","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"],"consensus_categories":[],"category_scores_codex":[0.005389925,0.0005224592,0.0008949637,0.0006068688,0.000428579,0.0005944694,0.0008288329,0.0003331905,0.0001262273],"category_scores_gemma":[0.0001943279,0.0005345726,0.0001871402,0.0003891228,0.0001204971,0.0005842511,0.001488542,0.001721356,0.00004771398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00163766,"about_ca_system_score_gemma":0.003511702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003333347,"about_ca_topic_score_gemma":0.0002365846,"domain_scores_codex":[0.993833,0.0003062206,0.001008044,0.0007860521,0.0007251675,0.003341502],"domain_scores_gemma":[0.9976278,0.00007165917,0.001150519,0.000575322,0.0004073356,0.0001673967],"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":[0.0001848502,0.00005799469,0.0008336246,0.0009402144,0.0002703836,0.00002284623,0.0008524152,0.000853646,0.9876292,0.007571011,0.0002671705,0.0005166896],"study_design_scores_gemma":[0.001100263,0.0003054273,0.0004705558,0.000703506,0.0003331267,0.0003423781,0.002856913,0.0001802889,0.8648328,0.1276077,0.0005001367,0.0007669377],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886064,0.00131992,0.006085603,0.0002248404,0.001635174,0.0008470312,0.0000550894,0.0002437014,0.0009822354],"genre_scores_gemma":[0.9899201,0.001578237,0.0009634012,0.00001884519,0.0004392017,0.00003208647,0.00007430449,0.0001439004,0.006829906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1227964,"threshold_uncertainty_score":0.9997106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01231054669244395,"score_gpt":0.2514952516763695,"score_spread":0.2391847049839256,"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."}}