{"id":"W2404586088","doi":"10.1038/533469c","title":"Restoration: avoid arbitrary baselines","year":2016,"lang":"en","type":"letter","venue":"Nature","topic":"Archaeological Research and Protection","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Environmental science","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":[0.01094425,0.0004784377,0.0007494443,0.0005035105,0.004259118,0.004845302,0.002033677,0.03199055,0.007090671],"category_scores_gemma":[0.05497906,0.0005477536,0.0007580261,0.0005441966,0.008582628,0.005798342,0.003872351,0.02560522,0.003788901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002213975,"about_ca_system_score_gemma":0.005864913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007090656,"about_ca_topic_score_gemma":0.0240778,"domain_scores_codex":[0.9932699,0.00198063,0.0004995348,0.0008831392,0.002647034,0.0007198166],"domain_scores_gemma":[0.9898198,0.004798899,0.0006073491,0.001787731,0.002011496,0.0009748266],"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":[0.00005954594,0.00004035017,0.0007522995,0.0000795915,0.00001952523,0.0005090658,0.0003981113,0.0006847009,0.0005066659,0.08274364,0.8594167,0.0547898],"study_design_scores_gemma":[0.00008955901,0.00003458166,0.0008848692,0.0001976536,0.00001819687,0.001192254,0.0004913219,0.001631403,0.0006180437,0.2084519,0.7863469,0.00004334067],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00129037,0.001305422,0.01075974,0.9381409,0.01703967,0.0000303336,0.00005124361,0.0001346691,0.03124767],"genre_scores_gemma":[0.06211511,0.001030577,0.01620106,0.8608692,0.02545656,0.0001169417,0.00006776611,0.0002078565,0.03393496],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03199055,"threshold_uncertainty_score":0.05787939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01967696025371788,"score_gpt":0.2560713127377595,"score_spread":0.2363943524840416,"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."}}