{"id":"W6930835103","doi":"10.5281/zenodo.15603121","title":"PIDSMaker","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Pluripotent Stem Cells Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Process (computing); Identification (biology); 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":[0.0007252503,0.001667609,0.00106743,0.002196706,0.001200029,0.003743011,0.001271415,0.001590519,0.73478],"category_scores_gemma":[0.001506917,0.0006199285,0.0006373039,0.001298657,0.0003710057,0.001911578,0.002260825,0.001697419,0.7220512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005412558,"about_ca_system_score_gemma":0.001056582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008693525,"about_ca_topic_score_gemma":0.001314633,"domain_scores_codex":[0.9993691,0.00006602767,0.00003604662,0.0002163173,0.000227327,0.00008523861],"domain_scores_gemma":[0.9993097,0.00009488886,0.00003881854,0.0001661264,0.000149605,0.0002408459],"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":[0.0002809406,0.0001056557,0.0003407277,0.0003056733,0.00002064477,0.0002230207,0.00008238164,0.000344811,0.003373007,0.01361871,0.5731799,0.4081245],"study_design_scores_gemma":[0.00002705633,0.00001681535,0.0002302256,0.00003753301,0.00000834189,0.0002035157,0.000015448,0.0002360794,0.0008577614,0.003086866,0.9952704,0.000009961472],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.0015785,0.002372512,0.0138747,0.001290516,0.001435635,0.0001291451,0.01129579,0.01859107,0.9494321],"genre_scores_gemma":[0.005189994,0.0009555765,0.00573815,0.0005544944,0.0002070698,0.0001073479,0.008357183,0.00418897,0.9747012],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.73478,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01702763155401035,"score_gpt":0.2465196677955545,"score_spread":0.2294920362415442,"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."}}