{"id":"W4378802191","doi":"10.1007/s10853-023-08563-8","title":"Lotus-type porous magnesium production via in situ pyrolysis of viscose rayon fiber in a melting process","year":2023,"lang":"en","type":"article","venue":"Journal of Materials Science","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Materials science; Porosity; Magnesium; Composite material; Foaming agent; Viscose; Casting; Fiber; Solubility; Metallurgy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001067847,0.0002746308,0.0002212773,0.0003461775,0.0001780537,0.0002683124,0.0002615133,0.0002325158,0.0006499794],"category_scores_gemma":[0.00009386773,0.0001720146,0.0003802579,0.0001997703,0.0002180848,0.0004009425,0.0002901846,0.0002893393,0.0002263854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003023357,"about_ca_system_score_gemma":0.0001804658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004509212,"about_ca_topic_score_gemma":0.001412826,"domain_scores_codex":[0.9999385,0.000005112659,0.000004569116,0.00001598249,0.00002072435,0.00001510604],"domain_scores_gemma":[0.9999403,0.000007750241,0.00002450786,0.000008427422,0.00000608346,0.00001290528],"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":[0.00005693151,0.000009511708,0.0001240464,0.00003915156,0.000005417493,0.00005733821,0.00002292646,0.0001365539,0.9983659,0.0001815047,0.00002317254,0.0009775107],"study_design_scores_gemma":[0.000005754686,0.00007409765,0.0008920039,0.000002915815,0.000009860832,0.00005376399,0.00001181875,0.0007460474,0.9975373,0.00002717623,0.0006344772,0.000004868871],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947788,0.0003351227,0.003095613,0.00003495376,0.00001096063,0.00001546734,0.00009309383,0.0001005098,0.001535564],"genre_scores_gemma":[0.9971812,0.0001221272,0.001781423,0.000006507622,0.000003166926,0.000006911841,0.00004022856,0.00001291115,0.000845587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006499794,"threshold_uncertainty_score":0.00219357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006658633109450251,"score_gpt":0.23391950602956,"score_spread":0.2272608729201097,"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."}}