{"id":"W4401697873","doi":"10.1149/ma2024-01331600mtgabs","title":"Emerging Bismuth-Based Materials: From Fundamentals to Energy Applications","year":2024,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Superconductivity in MgB2 and Alloys","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian MPS Society for Mucopolysaccharide and Related Diseases","funders":"","keywords":"Bismuth; Materials science; Engineering physics; Computer science; Nanotechnology; Environmental science; Process engineering; Metallurgy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001251341,0.0004057099,0.0001995376,0.000746847,0.0002312889,0.0008780546,0.0004286699,0.0006444354,0.001765237],"category_scores_gemma":[0.0001075198,0.0002677778,0.0001329463,0.0005401336,0.0004172042,0.001432976,0.0003478157,0.0006761669,0.0008094769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004550317,"about_ca_system_score_gemma":0.0002273427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002510987,"about_ca_topic_score_gemma":0.0005029541,"domain_scores_codex":[0.9999242,0.000008355605,0.000004538196,0.00001728616,0.00003222671,0.00001342389],"domain_scores_gemma":[0.9999712,0.000006849043,0.000005944857,0.000002389793,0.000008452997,0.000005235801],"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":[0.0001313902,0.0001114869,0.001160196,0.00298449,0.0000240544,0.0006602317,0.0003434219,0.001289953,0.6805273,0.1042613,0.004876494,0.2036297],"study_design_scores_gemma":[0.00001296585,0.0003096975,0.001766849,0.0002918807,0.00002373745,0.002241813,0.000308729,0.005354018,0.5818588,0.03058363,0.3772047,0.00004327851],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2112271,0.6286792,0.07991729,0.005737535,0.00139431,0.0001319815,0.0006121852,0.0008294921,0.07147092],"genre_scores_gemma":[0.6206058,0.2948768,0.05741453,0.001120199,0.0007385548,0.00009330673,0.0004014487,0.0001414048,0.02460805],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001765237,"threshold_uncertainty_score":0.00590533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01610046896459725,"score_gpt":0.2705591553006758,"score_spread":0.2544586863360785,"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."}}