{"id":"W6893687812","doi":"10.5281/zenodo.4974521","title":"DynamicaLab/code-dynalearn","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Radar Systems and Signal Processing","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Process (computing); Identification (biology); Product (mathematics); Work (physics)","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":[0.001293353,0.002485385,0.00161746,0.001849843,0.0007965413,0.002883601,0.00477139,0.002645295,0.4722756],"category_scores_gemma":[0.007556211,0.001629488,0.001066205,0.001497427,0.0009635891,0.003435247,0.004034204,0.004334345,0.4088983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001377783,"about_ca_system_score_gemma":0.001852909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004680521,"about_ca_topic_score_gemma":0.004149202,"domain_scores_codex":[0.9983276,0.0002727102,0.0001114125,0.0003345836,0.0007124631,0.0002412597],"domain_scores_gemma":[0.9971083,0.0008007985,0.0001630507,0.0008160787,0.0006928474,0.0004189555],"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":[0.0004044901,0.000111309,0.0007248236,0.001191056,0.00007849671,0.0001133956,0.0001605965,0.01022422,0.002978638,0.04616844,0.8694141,0.06843032],"study_design_scores_gemma":[0.0001714825,0.0000459253,0.0002211481,0.0002186359,0.00001716139,0.0001080419,0.00002191974,0.0293739,0.005276308,0.01593071,0.9485348,0.00007983936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002028466,0.0009629336,0.1851934,0.00105742,0.00170593,0.0003387904,0.08373781,0.5390402,0.1859351],"genre_scores_gemma":[0.0419342,0.001252947,0.09121408,0.001518821,0.0003815662,0.00154855,0.1717844,0.4860004,0.204365],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4722756,"threshold_uncertainty_score":0.7527348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02043170084531925,"score_gpt":0.2174628369862953,"score_spread":0.1970311361409761,"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."}}