{"id":"W4401976189","doi":"10.21203/rs.3.rs-4769189/v1","title":"Exfoliated tungsten disulfide-polypyrrole nanocomposites","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Conducting polymers and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Polypyrrole; Tungsten disulfide; Tungsten; Nanocomposite; Materials science; Disulfide bond; Chemical engineering; Nanotechnology; Composite material; Chemistry; Polymer; Metallurgy; Engineering; Polymerization; Biochemistry","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00140988,0.0002954786,0.0003590365,0.0003990166,0.0004435828,0.0009081682,0.001026687,0.000302479,0.001535013],"category_scores_gemma":[0.0001619356,0.0002560366,0.0002008013,0.0006007602,0.000304958,0.00005780256,0.004029199,0.001529708,0.004361311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001954423,"about_ca_system_score_gemma":0.0004934423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001500394,"about_ca_topic_score_gemma":0.00007394719,"domain_scores_codex":[0.9963258,0.0003170939,0.0004077346,0.001067604,0.001045419,0.0008363781],"domain_scores_gemma":[0.9977574,0.0003290662,0.00008732307,0.001202653,0.0003564438,0.0002671004],"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":[0.00001527479,0.0001018807,0.000113803,0.000774957,0.00002529526,0.0000301442,0.000628965,0.00003924122,0.977393,0.002039485,0.01681438,0.002023615],"study_design_scores_gemma":[0.0001894231,0.00009156711,0.0005509211,0.001581988,0.0000499274,0.00001276483,0.0007464425,0.0005439714,0.9398731,0.0292753,0.02649404,0.0005905407],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792312,0.006138213,0.0000257775,0.00367989,0.0007646959,0.001066735,0.0005448475,0.0004933131,0.008055325],"genre_scores_gemma":[0.9883816,0.0001145816,0.0004382887,0.00002992353,0.0005546089,0.0007575372,0.0001668091,0.00007875434,0.009477913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03751985,"threshold_uncertainty_score":0.9999892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.075152817300419,"score_gpt":0.4111791977946622,"score_spread":0.3360263804942432,"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."}}