{"id":"W4411162909","doi":"10.2139/ssrn.5288588","title":"Cesogen: Cellular Solid Generator","year":2025,"lang":"es","type":"preprint","venue":"SSRN Electronic Journal","topic":"Cancer Research and Treatments","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Generator (circuit theory); Computer science; Physics; Power (physics); Thermodynamics","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":[0.0004521119,0.001023201,0.0006561049,0.0008778513,0.0004906305,0.001644439,0.001395219,0.0009183541,0.05608611],"category_scores_gemma":[0.001322841,0.0003568745,0.0007455205,0.000851984,0.0007184764,0.001220796,0.002472675,0.001394639,0.02494569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000510024,"about_ca_system_score_gemma":0.0005660788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001968844,"about_ca_topic_score_gemma":0.0001997605,"domain_scores_codex":[0.9996234,0.00006498001,0.00002116024,0.00007649043,0.0001571584,0.00005671431],"domain_scores_gemma":[0.9994968,0.0001412384,0.00002446341,0.0002070494,0.00007569648,0.0000548236],"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":[0.001124734,0.0001926819,0.0006716768,0.0006205582,0.00006380839,0.0005091113,0.0001383639,0.03501464,0.04936803,0.5313353,0.1535947,0.2273663],"study_design_scores_gemma":[0.0003734864,0.0001453369,0.0002246921,0.00006242254,0.00004797622,0.0005562413,0.00004044887,0.1940339,0.1106706,0.4360311,0.2577567,0.00005703825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0110126,0.0003258172,0.8991879,0.0005892736,0.0007115311,0.0001907779,0.005179111,0.04763354,0.03516949],"genre_scores_gemma":[0.4502097,0.0009603442,0.3784503,0.0007435256,0.0008127554,0.001214322,0.02177774,0.02654443,0.1192869],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05608611,"threshold_uncertainty_score":0.1876267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007537352870618964,"score_gpt":0.2888820795752759,"score_spread":0.2813447267046569,"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."}}