{"id":"W4409604942","doi":"10.61091/jcmcc127b-289","title":"Practice of Cognitive Function and Computational Model Fusion in Smart Product Design Optimization","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Medical Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fusion; Cognition; Computer science; Product (mathematics); Function (biology); Psychology; Mathematics; Neuroscience; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.001705579,0.0001394797,0.0005129015,0.0003084135,0.00008963842,0.00003862161,0.0000582916,0.00008843687,0.00000321154],"category_scores_gemma":[0.004893604,0.0001162012,0.00005309017,0.0003330673,0.00008657571,0.0001615579,0.00008497185,0.0003285625,2.065407e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006249508,"about_ca_system_score_gemma":0.000416917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006571312,"about_ca_topic_score_gemma":7.155678e-8,"domain_scores_codex":[0.9981903,0.0001421269,0.0007573079,0.0001551771,0.0005933085,0.000161709],"domain_scores_gemma":[0.9964328,0.001860191,0.0005102376,0.00007601793,0.0009869615,0.0001337657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01685169,0.01348209,0.006025645,0.00283161,0.001690501,0.0001781781,0.003295396,0.05617774,0.0009431668,0.8741876,0.0004669738,0.02386942],"study_design_scores_gemma":[0.01578144,0.002044394,0.0008166436,0.002334849,0.00044398,0.00007319215,0.0003662117,0.6244271,0.0002519217,0.353338,0.00001141398,0.0001108889],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4332855,0.0009102444,0.5611227,0.000562379,0.002103909,0.0008910212,0.000001699398,0.00001295837,0.001109576],"genre_scores_gemma":[0.9590399,0.000097939,0.0407034,0.00003808595,0.00009773095,0.000002241135,0.000003722203,0.000009844292,0.000007084755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5682493,"threshold_uncertainty_score":0.5858455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02732567056013887,"score_gpt":0.3245398388954451,"score_spread":0.2972141683353063,"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."}}