{"id":"W7132456336","doi":"","title":"SPIE Technical Digest","year":2002,"lang":"","type":"article","venue":"NPARC","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","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":[0.0006219622,0.00090258,0.0008093304,0.002303988,0.001194146,0.002398162,0.001014816,0.001561734,0.4211213],"category_scores_gemma":[0.001016079,0.000612081,0.0005214827,0.001179289,0.00032614,0.00174615,0.001149374,0.001302219,0.342026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001287787,"about_ca_system_score_gemma":0.0009851655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003563166,"about_ca_topic_score_gemma":0.0089171,"domain_scores_codex":[0.9994961,0.0000403864,0.00001722084,0.00007526344,0.0003247515,0.00004616299],"domain_scores_gemma":[0.9990832,0.00006864221,0.00002297301,0.0002567398,0.000498321,0.00007018829],"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":[0.00007800457,0.00006242408,0.000179264,0.0001243004,0.00001854641,0.00004091373,0.00001865459,0.0002952929,0.0137243,0.003888081,0.8743101,0.10726],"study_design_scores_gemma":[0.00001500561,0.00003737391,0.0009035497,0.00008302828,0.00002562508,0.000175352,0.00003216451,0.003316347,0.01656898,0.002902865,0.9759083,0.00003149247],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00453574,0.003883702,0.04236972,0.003054867,0.006170441,0.0002397806,0.008030052,0.01421919,0.9174965],"genre_scores_gemma":[0.01192739,0.002201739,0.013337,0.0006656788,0.0004785844,0.0001253054,0.0124179,0.002158878,0.9566876],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4211213,"threshold_uncertainty_score":0.8257002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05332709248287575,"score_gpt":0.2023998071589209,"score_spread":0.1490727146760452,"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."}}