{"id":"W7049486418","doi":"","title":"Our Contributors","year":2006,"lang":"en","type":"article","venue":"Archivaria","topic":"Calibration and Measurement Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"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":[0.001791568,0.0008768828,0.0005685656,0.003122534,0.002359966,0.006012318,0.001564821,0.001816447,0.6544944],"category_scores_gemma":[0.01329353,0.0003021634,0.000411519,0.001771052,0.0007866151,0.00240872,0.003754927,0.002191543,0.522175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001432258,"about_ca_system_score_gemma":0.003476402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002133579,"about_ca_topic_score_gemma":0.004497821,"domain_scores_codex":[0.9981117,0.0003070415,0.00009831415,0.0003253754,0.0009592362,0.0001983373],"domain_scores_gemma":[0.9903042,0.0008632137,0.0003493328,0.001441051,0.005191195,0.001851147],"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":[0.00001676479,0.00001660243,0.0002260907,0.00006647789,0.000001794734,0.00006160483,0.00009780622,0.00002975191,0.000229611,0.004834875,0.9044883,0.08993026],"study_design_scores_gemma":[0.000001504691,0.00000212346,0.0001164371,0.00002806115,0.000001120979,0.00004743525,0.00006624294,0.00002181383,0.0000859997,0.0005237363,0.9991033,0.000002203501],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001577552,0.003524898,0.007119485,0.02780115,0.05106778,0.0003821677,0.004343229,0.003334265,0.9008495],"genre_scores_gemma":[0.002190791,0.0007172704,0.00101858,0.001870982,0.00189912,0.00006360675,0.0008416539,0.0004079261,0.9909899],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6544944,"threshold_uncertainty_score":0.4928218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01124971675247225,"score_gpt":0.2141462292443495,"score_spread":0.2028965124918772,"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."}}