{"id":"W6930937347","doi":"10.5281/zenodo.14955969","title":"easystats/insight: insight 1.1.0","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Genomics and Phylogenetic Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Column (typography); Multinomial distribution; Range (aeronautics); Logarithm; Argument (complex analysis); Work (physics)","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":[0.003665899,0.003882202,0.002368053,0.003424689,0.001025866,0.005615146,0.0053482,0.00270278,0.5201214],"category_scores_gemma":[0.01797738,0.004322432,0.004073346,0.003056825,0.0009510928,0.005559549,0.004691846,0.004240083,0.4021838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001975064,"about_ca_system_score_gemma":0.003047124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00502156,"about_ca_topic_score_gemma":0.006540783,"domain_scores_codex":[0.9982077,0.0002516597,0.0001661673,0.0005076313,0.0005808453,0.000286076],"domain_scores_gemma":[0.9939247,0.002847905,0.0004608265,0.001306885,0.001070284,0.0003895218],"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":[0.0001747944,0.00005002668,0.001168626,0.0006725986,0.00009070746,0.0001160729,0.0001119763,0.0006030903,0.0005593302,0.003564564,0.9727113,0.02017688],"study_design_scores_gemma":[0.0004146684,0.00004679764,0.002608195,0.0004756097,0.00009278241,0.0002710314,0.0001031022,0.006397221,0.006687391,0.02393756,0.9587715,0.0001941681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0006816332,0.0002045257,0.03657713,0.0005749536,0.0003680349,0.0001146479,0.1115104,0.8368197,0.01314888],"genre_scores_gemma":[0.008940388,0.0003437922,0.04815272,0.001242057,0.0001331516,0.0006318417,0.1197914,0.7897401,0.03102454],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.5201214,"threshold_uncertainty_score":0.6844885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.018965041541917,"score_gpt":0.2304491407930541,"score_spread":0.2114840992511371,"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."}}