{"id":"W6949280626","doi":"10.5281/zenodo.11852952","title":"statistical analysis with r pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Plant Gene Expression Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exploratory data analysis; Statistical inference; Computational statistics; Statistical analysis; Statistical model; Notice; Key (lock); Exploratory analysis; Inference","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001989278,0.0001987991,0.0002269636,0.0004768642,0.0002422646,0.0003469833,0.0005968531,0.0001670244,0.09881145],"category_scores_gemma":[0.0001219349,0.0001748989,0.00009656174,0.0006203132,0.000125125,0.000002524073,0.0006686835,0.000192021,0.03512362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002618928,"about_ca_system_score_gemma":0.000004936507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001944785,"about_ca_topic_score_gemma":0.000005674587,"domain_scores_codex":[0.9984653,0.0001845683,0.0001570183,0.000632713,0.0003073722,0.0002530103],"domain_scores_gemma":[0.9990377,0.000003816043,0.0000934913,0.0005782564,0.0001268397,0.0001598588],"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":[0.00003542574,0.00003759565,0.000001647059,0.00004836417,0.001263288,0.00003115237,0.00002017097,0.00001931207,0.005795602,0.0001550012,0.9904769,0.002115515],"study_design_scores_gemma":[0.0001478355,0.000127011,0.00001548951,0.00003385739,0.0004775744,0.00003895519,0.00003405183,0.0000613848,0.0004255549,0.00001035855,0.9984064,0.0002215546],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008074717,0.0002667672,0.02032129,0.00009411656,0.00004290434,0.0001747567,0.001516013,0.000272853,0.9772305],"genre_scores_gemma":[0.008375565,0.0002622604,0.0009741418,0.0001059056,0.0003008206,6.273164e-8,0.02649629,0.005501093,0.9579839],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06368782,"threshold_uncertainty_score":0.9656277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01190470721024376,"score_gpt":0.2415134113726017,"score_spread":0.2296087041623579,"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."}}