{"id":"W6930847323","doi":"10.5281/zenodo.14209990","title":"pyomeca/ezc3d: HipPyPI Houra","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Cell death mechanisms and regulation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Process (computing); Work (physics); Identification (biology); Context (archaeology)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001560636,0.00204838,0.001674937,0.002050714,0.001968133,0.00437633,0.003061536,0.002143122,0.3057978],"category_scores_gemma":[0.00434867,0.002199182,0.001836721,0.001904708,0.0006844094,0.00441569,0.005013425,0.004181668,0.3761583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001683828,"about_ca_system_score_gemma":0.00158043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004098193,"about_ca_topic_score_gemma":0.005505192,"domain_scores_codex":[0.9990139,0.00007354704,0.00006740481,0.0002133141,0.0004803198,0.0001515432],"domain_scores_gemma":[0.9989113,0.0001890992,0.00007060322,0.0003199333,0.0002238482,0.000285223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002970928,0.00002402083,0.000464278,0.0003358382,0.00003223192,0.00009907388,0.00005930342,0.0001669029,0.003995433,0.001559536,0.9543285,0.03863775],"study_design_scores_gemma":[0.0001035994,0.00001768008,0.0009140251,0.00007469606,0.00002648444,0.0001947353,0.0000186393,0.0006130848,0.00872201,0.002227205,0.9870363,0.00005158869],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.004550558,0.003604521,0.05532897,0.005058674,0.005539597,0.0002597673,0.1854707,0.6350417,0.1051456],"genre_scores_gemma":[0.02644065,0.003339814,0.05286039,0.002678056,0.0007485431,0.0008401946,0.2782621,0.4411575,0.1936729],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.3057978,"threshold_uncertainty_score":0.9901953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01765566690596725,"score_gpt":0.2361356725682053,"score_spread":0.2184800056622381,"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."}}