{"id":"W6903720209","doi":"10.13140/rg.2.2.18711.83368","title":"Incorporating Digital Volunteers into Exercises: A Case Study on the Canada - U.S. Enhanced Resiliency Experiment (CAUSE V)","year":2018,"lang":"en","type":"article","venue":"","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Affect (linguistics); Work (physics); Resilience (materials science); Data collection","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":[0.005614893,0.0004584929,0.0003449543,0.0008140308,0.00843484,0.002173469,0.001514499,0.001724884,0.003600145],"category_scores_gemma":[0.009100659,0.0002472826,0.0003403615,0.0009310566,0.003485307,0.001042479,0.00294322,0.001905567,0.0005149777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00726482,"about_ca_system_score_gemma":0.017622,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2650734,"about_ca_topic_score_gemma":0.6742764,"domain_scores_codex":[0.9967636,0.001528172,0.00006603666,0.0002495375,0.0004465999,0.0009459806],"domain_scores_gemma":[0.9935768,0.002474784,0.0002625108,0.0007270296,0.0008025204,0.002156324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004559556,0.04915066,0.1065726,0.0009189943,0.0002101207,0.006130407,0.3743126,0.004655808,0.0137828,0.01606909,0.03663614,0.3870011],"study_design_scores_gemma":[0.002349053,0.01542067,0.2437267,0.0008559882,0.0002216685,0.001271891,0.4651561,0.006753557,0.01022226,0.008311011,0.2453799,0.0003313568],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847189,0.00006701897,0.001210818,0.001266323,0.00005101735,0.001020727,0.0001550608,0.00007309508,0.01143701],"genre_scores_gemma":[0.9835059,0.0001495534,0.005670717,0.000562413,0.00001797596,0.0007136896,0.0001599685,0.00002932477,0.009190505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7349266,"threshold_uncertainty_score":0.5270609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03327390889506252,"score_gpt":0.377441871640431,"score_spread":0.3441679627453684,"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."}}