{"id":"W6886095578","doi":"10.14288/1.0428264","title":"Colfields, W. Van","year":2023,"lang":"en","type":"other","venue":"Open Collections","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Natural (archaeology); Work (physics); Identification (biology); Selection (genetic algorithm)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001981156,0.0009214705,0.0005385189,0.001638766,0.004623591,0.004911538,0.0006299135,0.001013906,0.7511459],"category_scores_gemma":[0.000718986,0.0006225564,0.0003072769,0.002063865,0.0006502446,0.001542233,0.001993763,0.001754748,0.5381096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001890037,"about_ca_system_score_gemma":0.00267338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2118985,"about_ca_topic_score_gemma":0.677853,"domain_scores_codex":[0.9998036,0.00001049878,0.000005704561,0.00004811445,0.00008594819,0.00004616336],"domain_scores_gemma":[0.9995341,0.00003110968,0.00001011856,0.00002569894,0.0002225049,0.0001764764],"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":[0.0000195487,0.000009320378,0.000212167,0.00006852079,0.0000019576,0.00006660036,0.000154016,0.00004587003,0.0002288411,0.00161711,0.9447533,0.05282271],"study_design_scores_gemma":[0.000001622147,0.000001891106,0.0003713701,0.00004670808,0.000001233366,0.00002488484,0.00016977,0.00001082538,0.00005118113,0.0001341455,0.9991837,0.000002636133],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000523376,0.002333611,0.0003409232,0.0009003652,0.0004849572,0.00002825391,0.003037876,0.0006551796,0.9916955],"genre_scores_gemma":[0.0008095487,0.0005533447,0.000125598,0.00008623575,0.00001529503,0.000004864568,0.0004626638,0.0002329822,0.9977094],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2488541,"threshold_uncertainty_score":0.4213302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03327740967291778,"score_gpt":0.3083640958098844,"score_spread":0.2750866861369666,"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."}}