{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002212883,0.002471448,0.00101851,0.002273491,0.0006796978,0.003309636,0.005346146,0.001745744,0.08574871],"category_scores_gemma":[0.007911498,0.001465677,0.002218027,0.0009466651,0.001081946,0.003533819,0.004172496,0.002755468,0.03874781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001117882,"about_ca_system_score_gemma":0.001992204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004544364,"about_ca_topic_score_gemma":0.006019612,"domain_scores_codex":[0.9984861,0.0002224627,0.0001424178,0.0003152926,0.0006702088,0.0001635699],"domain_scores_gemma":[0.9982178,0.0008219775,0.00009959905,0.000386017,0.0003928354,0.00008175982],"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":[0.0005834342,0.0002743428,0.003407534,0.0021991,0.000198263,0.0008397812,0.0005376699,0.02751636,0.007776909,0.09041323,0.6061833,0.2600702],"study_design_scores_gemma":[0.000215826,0.00006602261,0.0008096588,0.0003561465,0.0000644766,0.0005914497,0.0001123187,0.0843628,0.01214067,0.04730496,0.8538571,0.0001187369],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.002728691,0.0007760046,0.5665568,0.0004386521,0.0003085756,0.0007945449,0.01748211,0.3519446,0.05897022],"genre_scores_gemma":[0.07010263,0.001614587,0.5599534,0.001574604,0.0001294104,0.003570099,0.1291702,0.1622345,0.07165045],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.08574871,"threshold_uncertainty_score":0.286858,"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."}}