{"id":"W4399622440","doi":"10.7202/1111980ar","title":"Vital Links: Roads and Light Railways in the Military Operations of the Canadian Corps during the First World War","year":2023,"lang":"en","type":"article","venue":"Scientia Canadensis Canadian Journal of the History of Science Technology and Medicine","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"World War II; Aeronautics; First world war; Engineering; Transport engineering; Political science; History; Ancient history; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008905088,0.0002771491,0.0001843845,0.002476026,0.01274814,0.004413401,0.0009969748,0.001658543,0.01363986],"category_scores_gemma":[0.003030268,0.0002337865,0.0002061115,0.006075907,0.006491027,0.001790126,0.002753459,0.002469776,0.0005338088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04896828,"about_ca_system_score_gemma":0.07610216,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9930685,"about_ca_topic_score_gemma":0.9974752,"domain_scores_codex":[0.9985208,0.0001238583,0.00002098443,0.00008343588,0.0003724243,0.0008785594],"domain_scores_gemma":[0.998767,0.0001250998,0.0002242783,0.00002517482,0.0004253355,0.0004331141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002663147,0.0001097779,0.09865445,0.0007297139,0.00007320681,0.001820395,0.3184276,0.000820911,0.0008067308,0.1786235,0.2576405,0.1420268],"study_design_scores_gemma":[0.0000135786,0.0000269838,0.3288075,0.0008424161,0.00004577331,0.0002894472,0.3231103,0.0001068161,0.0001526759,0.003014212,0.3434949,0.00009539512],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5962924,0.04222514,0.0004847091,0.1020629,0.002467605,0.00009513223,0.004898377,0.00003080975,0.2514429],"genre_scores_gemma":[0.9470474,0.01536685,0.0001986614,0.001966205,0.000253536,0.00001782448,0.0006636797,0.0000202756,0.03446551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9872519,"threshold_uncertainty_score":0.3552914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01007811352784562,"score_gpt":0.2116249631140186,"score_spread":0.201546849586173,"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."}}