{"id":"W4403428490","doi":"10.15273/pnsis.v53i2.12329","title":"Scientific Research in Nova Scotia","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Nova Scotian Institute of Science","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Nova (rocket); Geography; Engineering; Archaeology; Aeronautics","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":[],"consensus_categories":[],"category_scores_codex":[0.002892227,0.0004478699,0.000500765,0.002318296,0.01450493,0.006786682,0.001189007,0.001797322,0.04172818],"category_scores_gemma":[0.005879758,0.0005513676,0.0003600501,0.003901185,0.002563884,0.001209766,0.004598266,0.002250688,0.005295102],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06459785,"about_ca_system_score_gemma":0.2077382,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9351382,"about_ca_topic_score_gemma":0.9802918,"domain_scores_codex":[0.9964155,0.000486935,0.0001728248,0.0003332286,0.001024649,0.001566938],"domain_scores_gemma":[0.9865242,0.0009834922,0.0004717846,0.0006250953,0.004031833,0.00736359],"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":[0.0006055056,0.0001821429,0.01665623,0.00190309,0.00006097092,0.006090504,0.02227681,0.0004691921,0.006513457,0.06356026,0.7420074,0.1396744],"study_design_scores_gemma":[0.00003262436,0.00004066717,0.05243235,0.0005911111,0.000007114921,0.0002659159,0.009906833,0.00008691016,0.000281514,0.00113617,0.9351859,0.00003290351],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1083414,0.04379078,0.0006439706,0.1129474,0.01346002,0.0003777557,0.004644368,0.0002625373,0.7155318],"genre_scores_gemma":[0.2971805,0.02329194,0.002674596,0.01300822,0.0009577316,0.0002399592,0.00269286,0.0001122537,0.6598418],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9354022,"threshold_uncertainty_score":0.4686924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0854190326129297,"score_gpt":0.3535926827836294,"score_spread":0.2681736501706997,"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."}}