{"id":"W6963748098","doi":"10.24433/co.3307755.v1","title":"AmbieGen TOOL","year":2023,"lang":"en","type":"other","venue":"Code Ocean","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Modular design; Autonomous system (mathematics); Architecture; Robot; Systems architecture; Key (lock); Test (biology); Test case","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001372007,0.0002931374,0.0003085976,0.000300163,0.00002588984,0.00003714529,0.0004052791,0.0002801381,0.007436818],"category_scores_gemma":[0.00008329566,0.0002988318,0.0001091662,0.0002982184,0.00006513401,0.00002237969,0.0001186735,0.0002060434,0.2734212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001020971,"about_ca_system_score_gemma":0.00005855654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001226996,"about_ca_topic_score_gemma":0.001176795,"domain_scores_codex":[0.9987316,0.00003603205,0.0001512911,0.0004240387,0.0003032188,0.0003538939],"domain_scores_gemma":[0.9989576,0.00002406073,0.0001389732,0.0007820394,0.00001823185,0.00007905214],"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":[0.000003634329,0.00001446479,0.0002833463,0.00003481524,0.00008164191,0.00006214674,0.00002559307,8.547525e-7,0.00002539547,0.0004528799,0.9984872,0.000528023],"study_design_scores_gemma":[0.0002110968,0.00001032374,0.0002303948,0.0001666061,0.00004701207,0.000002886027,0.000007422688,0.00001779716,0.00003113923,0.0001164673,0.9987954,0.0003634898],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007178626,0.0004156967,0.000008082498,0.00003637299,0.0007655093,0.0003141981,0.001950884,0.007832121,0.9886053],"genre_scores_gemma":[0.0002323499,0.00004508653,0.0001286465,0.00007145541,0.0008625074,0.000005053126,0.0001502369,0.01196241,0.9865423],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2659844,"threshold_uncertainty_score":0.9999464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02441183173132551,"score_gpt":0.2714664657739119,"score_spread":0.2470546340425863,"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."}}