{"id":"W4244712564","doi":"10.22215/etd/2003-05343","title":"A model of unit climate and stress for Canadian soldiers on operations","year":2003,"lang":"en","type":"dissertation","venue":"","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unit (ring theory); Stress (linguistics); Aeronautics; Engineering; Psychology; Mathematics education; Philosophy; Linguistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.0008888245,0.001321304,0.002069271,0.001098239,0.004043766,0.003803882,0.005260805,0.004186466,0.01431919],"category_scores_gemma":[0.002617619,0.001246028,0.002102029,0.002227585,0.002584347,0.001662828,0.001578305,0.002890437,0.0007448721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03816171,"about_ca_system_score_gemma":0.03099,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9821135,"about_ca_topic_score_gemma":0.9620386,"domain_scores_codex":[0.9992045,0.0001282659,0.00001789233,0.0001251735,0.00008627753,0.0004380451],"domain_scores_gemma":[0.9989157,0.0002401549,0.00007079319,0.00003936332,0.0003819336,0.0003520845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00009347237,0.00005356876,0.002578128,0.0000218266,0.00003314065,0.00006976165,0.0001001136,0.9822652,0.0001789936,0.01073063,0.002912242,0.0009628911],"study_design_scores_gemma":[0.0001161704,0.00005748646,0.005082354,0.00001980975,0.00005825969,0.00001883283,0.0004105609,0.9873546,0.00007234283,0.004287677,0.002440728,0.00008119913],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8543819,0.0008186294,0.0207204,0.01155859,0.000424213,0.0002525833,0.0145127,0.0005508289,0.09678021],"genre_scores_gemma":[0.9704565,0.0003807971,0.001720895,0.0002756049,0.00005516584,0.0001099041,0.001462254,0.0000703191,0.02546851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03816171,"threshold_uncertainty_score":0.2768839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09503461874596437,"score_gpt":0.3419958576187181,"score_spread":0.2469612388727538,"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."}}