{"id":"W7095387872","doi":"","title":"Copyright © Canadian Academy of Oriental and Occidental Culture Analysis on the Path of Social Service of Humanities and Social Science: A study","year":2014,"lang":"en","type":"article","venue":"","topic":"Regional Development and Environment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Path (computing); Service (business); Social innovation; Field (mathematics); Social change","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007250268,0.00006796397,0.0001719995,0.0001217959,0.0008193715,0.00002496992,0.0001826264,0.00004931845,0.0001393597],"category_scores_gemma":[0.00001064207,0.0000445129,0.00003548196,0.0004405421,0.001087367,0.00009950934,0.00005259612,0.00005815645,7.234335e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006569306,"about_ca_system_score_gemma":0.00008369608,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03501717,"about_ca_topic_score_gemma":0.08012016,"domain_scores_codex":[0.9989067,0.00008841533,0.0001580329,0.000137046,0.000561044,0.0001488107],"domain_scores_gemma":[0.9997539,0.00003776842,0.0001024931,0.0000293769,0.00003576395,0.00004072949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00002426302,0.0001328471,0.2986052,0.00001571128,0.0002301883,2.988191e-7,0.4284947,0.000001126741,0.0004692806,0.270482,0.001249423,0.0002949155],"study_design_scores_gemma":[0.0001890142,0.00005505189,0.8425438,0.000003292958,0.00009646074,7.644675e-8,0.1527053,0.00001594409,0.0001991231,0.0004457485,0.003669073,0.00007709467],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736517,0.000006474045,8.484317e-7,0.001270624,0.00001783936,0.0001405128,0.000008736186,0.0000024538,0.02490083],"genre_scores_gemma":[0.9991333,0.000009304101,0.0000133357,0.000351249,0.00003899577,0.00000314179,0.000001867566,0.000001953246,0.0004468511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5439386,"threshold_uncertainty_score":0.9714087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02269111867472297,"score_gpt":0.2723849732202766,"score_spread":0.2496938545455537,"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."}}