{"id":"W6891574565","doi":"10.4224/21272488","title":"Needle insertion test bed: users' and reference manual","year":2007,"lang":"en","type":"report","venue":"NPARC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Syringe; Measure (data warehouse); Insert (composites); Fixture; Test (biology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003113342,0.002090459,0.001822507,0.003788584,0.0009384576,0.001191787,0.004799399,0.002041589,0.1887483],"category_scores_gemma":[0.01251637,0.001883865,0.0006291911,0.001701932,0.0004699128,0.001551794,0.00157823,0.00117432,0.1754097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005465609,"about_ca_system_score_gemma":0.001423053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002571191,"about_ca_topic_score_gemma":0.005351854,"domain_scores_codex":[0.9969277,0.0003281834,0.0002573576,0.0001652099,0.002161811,0.0001597653],"domain_scores_gemma":[0.9900468,0.001815606,0.000322002,0.002092309,0.005379316,0.0003439982],"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":[0.0007632655,0.000755344,0.001656573,0.002112231,0.00002830596,0.0003194778,0.0001616239,0.001436578,0.03816284,0.001692299,0.7259018,0.2270096],"study_design_scores_gemma":[0.0002840985,0.001012699,0.006322701,0.0006668188,0.00005452911,0.001502209,0.0001296268,0.003783934,0.06513535,0.00137645,0.9195881,0.0001433897],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01494883,0.005844612,0.4082589,0.00243061,0.002489738,0.02410458,0.1908918,0.1856953,0.1653355],"genre_scores_gemma":[0.05176751,0.005725876,0.3276405,0.004145826,0.0006829501,0.0292671,0.258501,0.0296486,0.2926207],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1887483,"threshold_uncertainty_score":0.631426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06382473441455085,"score_gpt":0.3316850083769091,"score_spread":0.2678602739623582,"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."}}