{"id":"W4304110905","doi":"10.5281/zenodo.7178116","title":"Reassembly is Hard: A Reflection on Challenges and Strategies","year":2023,"lang":"en","type":"paratext","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Technology Assessment and Management","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Reflection (computer programming); Computer science; Programming language","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":[0.04027173,0.00217233,0.001519318,0.002723361,0.003542668,0.01567364,0.01442121,0.005156298,0.02430029],"category_scores_gemma":[0.1711092,0.00157142,0.001213623,0.003200094,0.01080822,0.04831019,0.01525921,0.0118753,0.01807794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003856338,"about_ca_system_score_gemma":0.005938507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004613623,"about_ca_topic_score_gemma":0.003926703,"domain_scores_codex":[0.9701241,0.01095866,0.001433471,0.004460659,0.01032696,0.002696147],"domain_scores_gemma":[0.882027,0.04811156,0.003510412,0.03644658,0.02293526,0.006969227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004316154,0.0004627644,0.004868768,0.0007403009,0.00006501539,0.0006567336,0.004506739,0.007914172,0.005295682,0.2188041,0.3597788,0.3964753],"study_design_scores_gemma":[0.00006996225,0.0001967064,0.001514284,0.0007438447,0.0000396307,0.0011012,0.003908413,0.01363535,0.007734647,0.2508435,0.7200215,0.0001908851],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.09642171,0.02092236,0.2919731,0.3202353,0.01115281,0.0006300151,0.001760934,0.03589281,0.2210111],"genre_scores_gemma":[0.4238243,0.00931064,0.3089776,0.05728691,0.00468481,0.0007441284,0.006057214,0.06784783,0.1212666],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04027173,"threshold_uncertainty_score":0.2129798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06941197934046746,"score_gpt":0.2815432551686625,"score_spread":0.212131275828195,"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."}}