{"id":"W4411656559","doi":"10.51847/ot2wfxuoex","title":"10.51847/Ot2wFXUoeX","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Polymer Nanocomposites and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"MATLAB; Polymer; Software; Nanoparticle; Computer science; Materials science; Nanotechnology; Composite material; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000106603,0.00009581335,0.0001185421,0.00002948699,0.00009087224,0.00007901004,0.0002360456,0.00003179586,0.9981445],"category_scores_gemma":[0.000006651482,0.0000775789,0.00003352685,0.00009220752,0.00003220379,0.0001044738,0.00004157054,0.00003146926,0.9932252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001353886,"about_ca_system_score_gemma":0.00001676483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006859742,"about_ca_topic_score_gemma":8.669719e-8,"domain_scores_codex":[0.9992803,0.00003321864,0.0001251854,0.0001785484,0.0001329579,0.0002497322],"domain_scores_gemma":[0.9996184,0.00001965199,0.00001536104,0.0002201031,0.0000170582,0.0001093907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000106781,0.00003016064,1.923052e-7,0.000004378227,0.000003187688,0.000004042566,0.00003463732,0.0000423825,0.1826317,0.000001496229,0.01919905,0.7979419],"study_design_scores_gemma":[0.00009502125,0.0001020329,0.00001597504,0.00001017372,0.000005773887,0.000007071808,3.246287e-7,0.00005354693,0.0479154,0.000002111588,0.9516681,0.0001244678],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03660979,0.0002362622,3.387325e-7,0.0002726995,0.000005430802,0.0001029681,0.00001578457,0.0001389424,0.9626178],"genre_scores_gemma":[0.003387747,3.568663e-7,0.0001670559,0.0001485001,0.00009378234,0.00001247703,0.000002756297,0.00001353792,0.9961738],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9324691,"threshold_uncertainty_score":0.3163576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007142355048145642,"score_gpt":0.1770966923103907,"score_spread":0.169954337262245,"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."}}