{"id":"W6949623281","doi":"10.5281/zenodo.14783114","title":"nipoppy","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; McGill University","funders":"","keywords":"Identification (biology); Process (computing); Work (physics); Product (mathematics)","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":[0.001419202,0.001629538,0.00113191,0.00129304,0.000635647,0.003176351,0.002536045,0.001130175,0.04941788],"category_scores_gemma":[0.006312115,0.0009037821,0.001675931,0.001680271,0.0006520909,0.002567549,0.005662273,0.002020973,0.03237707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000822375,"about_ca_system_score_gemma":0.002521694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005282056,"about_ca_topic_score_gemma":0.008216557,"domain_scores_codex":[0.9990864,0.000170112,0.00007270399,0.0002263884,0.0003103118,0.0001342337],"domain_scores_gemma":[0.9988298,0.0003301034,0.0000529406,0.0004885573,0.0001567193,0.0001418611],"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":[0.00115689,0.0001508314,0.001687668,0.0007057711,0.000238748,0.0003576026,0.0001623472,0.01142601,0.007159081,0.0249104,0.6989328,0.2531119],"study_design_scores_gemma":[0.0006131022,0.0001103459,0.002438892,0.0002391096,0.0001312882,0.0009339252,0.0001009256,0.3788942,0.01891045,0.190007,0.4074572,0.000163507],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.003419458,0.001121948,0.6868183,0.001056657,0.0004913053,0.000362463,0.02340685,0.2691529,0.01417006],"genre_scores_gemma":[0.127021,0.00190093,0.6550592,0.002226912,0.0005520927,0.001764625,0.1151803,0.05752588,0.03876898],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.04941788,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02893471213006716,"score_gpt":0.2545213976645603,"score_spread":0.2255866855344932,"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."}}