{"id":"W7132668518","doi":"","title":"SPIE","year":2008,"lang":"","type":"article","venue":"NPARC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000665421,0.001204613,0.0008576342,0.001983541,0.001592108,0.002812626,0.001129442,0.001711517,0.5945193],"category_scores_gemma":[0.0009342128,0.0006251286,0.0006332947,0.000803451,0.0007071418,0.001731793,0.001497362,0.001643995,0.47203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001188961,"about_ca_system_score_gemma":0.001121791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003073169,"about_ca_topic_score_gemma":0.006308829,"domain_scores_codex":[0.9994689,0.00002970216,0.00001039594,0.0001074691,0.0002976305,0.0000859991],"domain_scores_gemma":[0.9994479,0.00004594363,0.00001366061,0.0001814146,0.0002297225,0.00008131096],"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":[0.000100389,0.00007259895,0.0001542141,0.0001070455,0.00001805787,0.00004054505,0.00002020234,0.0001554486,0.009848104,0.005389023,0.9259232,0.05817122],"study_design_scores_gemma":[0.0000214922,0.00005557767,0.0007310314,0.00007400662,0.00002255766,0.0001726357,0.00003907812,0.001546816,0.01886301,0.00253962,0.9759118,0.00002224435],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002421321,0.0004183384,0.006512206,0.001456954,0.002777651,0.0001063713,0.003522269,0.008170197,0.9746146],"genre_scores_gemma":[0.01016693,0.0005449114,0.003905976,0.0004272388,0.0002665068,0.0000480315,0.006813004,0.002067245,0.9757602],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4054807,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03546592613055714,"score_gpt":0.2529387282282978,"score_spread":0.2174728020977406,"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."}}