{"id":"W6949485013","doi":"10.5281/zenodo.13737796","title":"common-workflow-language/cwltool: 3.1.20240909164951","year":2024,"lang":"en","type":"other","venue":"Edinburgh Research Explorer (University of Edinburgh)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Summit Pacific College","funders":"","keywords":"Loop (graph theory); Python (programming language); Black box; Compatibility (geochemistry); Conformance testing","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":[0.005645564,0.005099702,0.002007061,0.002796127,0.002132756,0.009315437,0.007617045,0.00548211,0.5019756],"category_scores_gemma":[0.02334579,0.003903941,0.003885848,0.001830251,0.001560981,0.01201603,0.01017612,0.006932089,0.6356914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003645848,"about_ca_system_score_gemma":0.004032913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01081626,"about_ca_topic_score_gemma":0.006006843,"domain_scores_codex":[0.9960824,0.0004175533,0.0004452529,0.0009519773,0.0013591,0.0007437717],"domain_scores_gemma":[0.9896808,0.0015614,0.0003783215,0.003626866,0.003700062,0.001052444],"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":[0.0002732851,0.00006070833,0.0004293996,0.0005817874,0.0000401186,0.0001296197,0.0002364244,0.0004691439,0.002165386,0.005257731,0.9490846,0.04127176],"study_design_scores_gemma":[0.0001609625,0.0000268932,0.0005524916,0.0004066675,0.00002211722,0.0001792939,0.0001116384,0.001639664,0.006399304,0.005395956,0.9849591,0.0001459967],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0003456841,0.0002337481,0.06244227,0.00102616,0.0008448122,0.0003635624,0.02964054,0.8781773,0.02692593],"genre_scores_gemma":[0.005263893,0.0004901556,0.03351403,0.003341342,0.0002247329,0.001114697,0.07815634,0.8180156,0.05987929],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.5019756,"threshold_uncertainty_score":0.7103714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08656794467618321,"score_gpt":0.3471074226749043,"score_spread":0.2605394779987211,"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."}}