{"id":"W4411088869","doi":"10.5206/mt.v5i2.22319","title":"Your Code Doesn’t Work – Now What?","year":2025,"lang":"en","type":"article","venue":"Maple Transactions","topic":"Trade Secret Protection Methods","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Programming language; Code (set theory)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002726032,0.0006864298,0.0003180456,0.0007530481,0.002353704,0.003781512,0.0009647075,0.001312512,0.07576026],"category_scores_gemma":[0.01652934,0.0004845573,0.0004432246,0.0006658527,0.001515661,0.003517418,0.001947224,0.001827711,0.03955068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009780686,"about_ca_system_score_gemma":0.002370217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003618067,"about_ca_topic_score_gemma":0.00751008,"domain_scores_codex":[0.9977914,0.000527292,0.00006929701,0.0001935799,0.001199075,0.0002192989],"domain_scores_gemma":[0.9941981,0.002646325,0.0002314301,0.000748866,0.001676666,0.000498614],"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":[0.00009747257,0.00009232786,0.0009213071,0.000253977,0.00001220132,0.000298687,0.005266853,0.0008618729,0.004563031,0.04112058,0.5564917,0.3900199],"study_design_scores_gemma":[0.00001695466,0.00009465787,0.0006771436,0.0002111113,0.000005465829,0.0004433909,0.002320938,0.001676717,0.00361817,0.02188022,0.9690154,0.00003990507],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01403429,0.0009250663,0.4418522,0.03478312,0.006406895,0.0008499015,0.001068565,0.009361591,0.4907185],"genre_scores_gemma":[0.0903223,0.001524211,0.3716464,0.005703589,0.0007757339,0.000554484,0.00110277,0.005668743,0.5227017],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.07576026,"threshold_uncertainty_score":0.2534433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0962701391717014,"score_gpt":0.4600789869442747,"score_spread":0.3638088477725733,"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."}}