{"id":"W7076772280","doi":"10.5281/zenodo.16900420","title":"easystats/insight: insight 1.4.0","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Muon and positron interactions and applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Class (philosophy); Set (abstract data type); Column (typography); Row; Function (biology); Component (thermodynamics); String (physics); Selection (genetic algorithm)","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":[0.004646786,0.003366648,0.002679758,0.003188834,0.0008785198,0.005002545,0.005420606,0.002373975,0.5696294],"category_scores_gemma":[0.02080359,0.004522106,0.003820601,0.002585764,0.0009241395,0.005376088,0.00438916,0.004479224,0.392231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001553558,"about_ca_system_score_gemma":0.002831115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00289512,"about_ca_topic_score_gemma":0.003199818,"domain_scores_codex":[0.9980547,0.0003096936,0.0002400283,0.000481493,0.0006021795,0.000311927],"domain_scores_gemma":[0.9901092,0.005266248,0.0006675099,0.001728495,0.001683168,0.0005454483],"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":[0.0003098822,0.00005792761,0.001097563,0.001011985,0.0001071908,0.0001147767,0.0001563324,0.0003008091,0.0006474402,0.00259573,0.967867,0.02573332],"study_design_scores_gemma":[0.0005895836,0.00009792164,0.00429282,0.0008494458,0.0001376155,0.000311641,0.000149533,0.003312234,0.007326911,0.0172489,0.9654448,0.0002386147],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0007500343,0.0002789184,0.03252881,0.000601245,0.0004660872,0.0002884868,0.11791,0.8324335,0.01474291],"genre_scores_gemma":[0.008566799,0.0004012852,0.04919923,0.00176404,0.0002013955,0.001358872,0.08649962,0.8215293,0.03047933],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.5696294,"threshold_uncertainty_score":0.6138713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01793435927801783,"score_gpt":0.2320416908471447,"score_spread":0.2141073315691268,"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."}}