{"id":"W6931096948","doi":"10.5281/zenodo.15677248","title":"demerge","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Forest, Soil, and Plant Ecology in China","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Northern Alberta Institute of Technology","funders":"","keywords":"Merge (version control); Code (set theory); Context (archaeology); Limiting","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":[0.001674659,0.002821694,0.001693103,0.00290155,0.001140599,0.002500183,0.003409432,0.001331445,0.2884368],"category_scores_gemma":[0.005822684,0.002180192,0.002939662,0.002296084,0.0005734674,0.003013423,0.002828585,0.002778974,0.1854772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00104592,"about_ca_system_score_gemma":0.001709405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006992685,"about_ca_topic_score_gemma":0.01150605,"domain_scores_codex":[0.9991099,0.0001095887,0.00008708226,0.000395253,0.0001742603,0.0001239172],"domain_scores_gemma":[0.9986083,0.0003988998,0.00006757719,0.0005626706,0.0002795334,0.00008305307],"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":[0.0003162897,0.00005244102,0.0009782028,0.0006136069,0.0001940382,0.00006005104,0.0001710679,0.001503372,0.001979859,0.004610601,0.9594448,0.0300756],"study_design_scores_gemma":[0.0004897117,0.00002956482,0.001778216,0.0001082952,0.0001072617,0.0001299535,0.00009144445,0.01268056,0.01104354,0.01712961,0.9562993,0.0001125553],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.002018726,0.0001978609,0.0737417,0.0002069461,0.0003284469,0.000197871,0.3480912,0.5624726,0.01274463],"genre_scores_gemma":[0.01197978,0.0002204168,0.1360754,0.0006045912,0.0001251126,0.001164869,0.5191957,0.3085622,0.02207188],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7115632,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02980740412086774,"score_gpt":0.281301402843648,"score_spread":0.2514939987227803,"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."}}