{"id":"W6947585986","doi":"10.4224/40000429","title":"Aids to navigation design and review: Phase I report","year":2013,"lang":"en","type":"report","venue":"National Research Council Canada (Government of Canada)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Institut National de la Recherche Scientifique","funders":"","keywords":"Phase (matter); Navigational aid; Identification (biology); Work (physics); Decision aids; Systems design","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04218097,0.0002652503,0.0004240064,0.00005462124,0.0001394548,0.00003410667,0.0003851146,0.000183656,0.0001273119],"category_scores_gemma":[0.09939026,0.0002746282,0.00006554587,0.0002809203,0.00008739703,0.000008352817,0.0002424699,0.0003545693,1.177562e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.07115228,"about_ca_system_score_gemma":0.4748818,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7715378,"about_ca_topic_score_gemma":0.9520641,"domain_scores_codex":[0.8244687,0.0001941524,0.0006509602,0.0006137046,0.1736921,0.0003803729],"domain_scores_gemma":[0.8942016,0.0001738085,0.0004056892,0.0005940307,0.1042708,0.0003539849],"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":[0.0000379992,0.00003186521,0.000006458347,0.0003946981,0.000133968,0.00009691371,0.000001236466,0.0000138812,0.02635561,0.00001648223,0.9691095,0.003801325],"study_design_scores_gemma":[0.0001606596,0.0002086414,0.00002517197,0.000452243,0.00004139984,0.00007174499,0.00001843747,0.00004779764,0.043849,0.0000287704,0.9548576,0.0002385287],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001632557,0.02613863,0.00308394,0.003865128,0.0002595029,0.003599811,0.0004894032,0.00001376312,0.9609173],"genre_scores_gemma":[0.7917563,0.06424827,0.009382117,0.005791569,0.001908273,0.002227622,0.0006170119,0.0003197463,0.1237491],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8371682,"threshold_uncertainty_score":0.9999706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08360056807277276,"score_gpt":0.3615664528607697,"score_spread":0.2779658847879969,"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."}}