{"id":"W6982634571","doi":"","title":"Instrumentation Development, Cochairs meeting Nov 3, 2006","year":2006,"lang":"en","type":"article","venue":"NPARC","topic":"Scientific Measurement and Uncertainty Evaluation","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Instrumentation (computer programming); Work (physics); Scope (computer science); Troubleshooting","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":[],"consensus_categories":[],"category_scores_codex":[0.004660148,0.000577527,0.001058941,0.001876166,0.004156684,0.003081093,0.001848025,0.003149952,0.2444743],"category_scores_gemma":[0.006210721,0.0008751709,0.000622243,0.0008583096,0.0007956545,0.001206261,0.001166055,0.002748921,0.1330369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004281645,"about_ca_system_score_gemma":0.005917671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01884175,"about_ca_topic_score_gemma":0.08800457,"domain_scores_codex":[0.9974216,0.0002431588,0.00007514542,0.0003020843,0.00165854,0.0002994021],"domain_scores_gemma":[0.9941012,0.0005019546,0.00008268192,0.0005062685,0.004408997,0.0003988337],"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":[0.0007970648,0.0001617877,0.0007187844,0.000108657,0.00002500782,0.00005343073,0.00004671917,0.0001789781,0.007694797,0.001341572,0.939495,0.04937824],"study_design_scores_gemma":[0.0001125491,0.0003493039,0.005894383,0.00009950747,0.00005487824,0.00006818235,0.0001136107,0.00108731,0.01571548,0.0009373604,0.9755307,0.00003672634],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02111404,0.004243217,0.04127093,0.04478952,0.0490443,0.002758999,0.02871354,0.009708088,0.7983574],"genre_scores_gemma":[0.01405059,0.000580926,0.005207454,0.002414537,0.001214564,0.0001678657,0.007238302,0.0004262164,0.9686996],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2444743,"threshold_uncertainty_score":0.817848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1555194630426222,"score_gpt":0.3705132924502188,"score_spread":0.2149938294075966,"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."}}