{"id":"W7110983867","doi":"10.5281/zenodo.17860300","title":"Poriscope (Version 1.5.0)","year":2025,"lang":"","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Component (thermodynamics); Identification (biology); Work (physics); 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":[],"consensus_categories":[],"category_scores_codex":[0.002760794,0.001823942,0.001115803,0.002552472,0.0009180177,0.002923016,0.002148044,0.0009515864,0.03390548],"category_scores_gemma":[0.006229328,0.001648915,0.001785623,0.001706067,0.0007078616,0.002951757,0.004090575,0.002360606,0.02808459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005818886,"about_ca_system_score_gemma":0.002050086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003634733,"about_ca_topic_score_gemma":0.004483697,"domain_scores_codex":[0.9986185,0.0001370044,0.0001316086,0.0003028966,0.0006473488,0.0001625695],"domain_scores_gemma":[0.9981278,0.0007450289,0.0001745403,0.0004655172,0.0003616937,0.0001254856],"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":[0.001724623,0.0002736188,0.009349208,0.003104683,0.0006846334,0.001213527,0.001242273,0.005574607,0.04505291,0.02110867,0.6842781,0.2263931],"study_design_scores_gemma":[0.0002856652,0.0001194045,0.008089459,0.0004648804,0.0002191229,0.001313582,0.0002817868,0.06046254,0.09261664,0.02628963,0.8095121,0.0003452096],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.003195359,0.0003126482,0.2627686,0.0001907214,0.0001220953,0.0002740185,0.02743583,0.6983941,0.007306682],"genre_scores_gemma":[0.06100905,0.000930244,0.3877101,0.001053934,0.0001389427,0.001811566,0.1908207,0.3242918,0.03223366],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.03390548,"threshold_uncertainty_score":0.1134251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02936860258685018,"score_gpt":0.3310057418469874,"score_spread":0.3016371392601372,"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."}}