{"id":"W4244339636","doi":"10.1049/et.2009.0828","title":"Viewpoint","year":2009,"lang":"en","type":"article","venue":"Engineering & Technology","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nickel Institute","funders":"","keywords":"Computer science; Business","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":[],"category_scores_codex":[0.001147172,0.000389511,0.0003356756,0.0007454974,0.002230781,0.003389812,0.001440896,0.005633555,0.04608364],"category_scores_gemma":[0.004048981,0.0001428501,0.0004059066,0.0003296627,0.004039695,0.003313773,0.001576021,0.007821815,0.0177611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002376402,"about_ca_system_score_gemma":0.002568161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004067112,"about_ca_topic_score_gemma":0.005090205,"domain_scores_codex":[0.9990533,0.0001522963,0.00002274088,0.0002416516,0.0004209843,0.0001089615],"domain_scores_gemma":[0.9988096,0.0002921557,0.00006613485,0.0001674098,0.000478551,0.0001862084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001708554,0.00002257643,0.0001154784,0.00004509315,0.000004031835,0.0001090119,0.000157098,0.00004002808,0.0001510519,0.6916544,0.2921269,0.01555717],"study_design_scores_gemma":[0.00002014532,0.00001491378,0.0002187684,0.0001334496,0.000007840921,0.0001935048,0.0002989285,0.00008899017,0.0001687669,0.2923852,0.7064635,0.000005901988],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001599324,0.006395941,0.003164409,0.3316727,0.01981186,0.00002364091,0.0001882632,0.00006628526,0.6370776],"genre_scores_gemma":[0.1110529,0.01028657,0.002922902,0.3941293,0.03260423,0.0001063246,0.0002865411,0.0001183965,0.4484928],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9539164,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003387433390423582,"score_gpt":0.1995583329419591,"score_spread":0.1961708995515355,"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."}}