{"id":"W4392432161","doi":"10.51644/pfpl7785","title":"Introduction","year":2006,"lang":"en","type":"article","venue":"Consensus","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003293872,0.0009083395,0.0004805383,0.001679219,0.001700525,0.005125905,0.001966246,0.00271115,0.3740848],"category_scores_gemma":[0.00811894,0.0002880874,0.0007049026,0.001187283,0.001099722,0.003096273,0.002838803,0.003097611,0.2274271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002223317,"about_ca_system_score_gemma":0.003677057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002226584,"about_ca_topic_score_gemma":0.003349992,"domain_scores_codex":[0.9976807,0.0004942478,0.00008735457,0.0004462631,0.0009819539,0.0003095893],"domain_scores_gemma":[0.9956262,0.0005525274,0.000188652,0.0006204193,0.002279528,0.0007326594],"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":[0.00006051978,0.00003207714,0.0002345135,0.0002098259,0.000005732409,0.0000558522,0.0001610583,0.00010424,0.0003259032,0.06627973,0.8108335,0.1216971],"study_design_scores_gemma":[0.000004519706,0.000009467492,0.0001309031,0.00009108224,0.000002439661,0.00004667878,0.00006782071,0.00004202963,0.0001395317,0.005093673,0.9943678,0.000004119248],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001391825,0.004156076,0.01441587,0.04392467,0.03083792,0.0002325213,0.002507781,0.001581462,0.9009519],"genre_scores_gemma":[0.01303822,0.002923506,0.007413924,0.01559825,0.006287659,0.0002807338,0.002710976,0.0006194302,0.9511274],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6259152,"threshold_uncertainty_score":0.892792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009831054986833211,"score_gpt":0.227243708557162,"score_spread":0.2174126535703288,"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."}}