{"id":"W2134793735","doi":"","title":"Innovations in Social Science Research Methods","year":2009,"lang":"en","type":"article","venue":"Surrey Research Insight Open Access (The University of Surrey)","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Public relations; Work (physics); Social research; Social science; Political science; Engineering","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.285316,0.00180223,0.002730181,0.01372264,0.004760189,0.02436814,0.006871697,0.007567459,0.020026],"category_scores_gemma":[0.3151537,0.001995365,0.002937675,0.0163688,0.05268284,0.01917836,0.01244961,0.01729441,0.009725027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01228658,"about_ca_system_score_gemma":0.0248602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004047355,"about_ca_topic_score_gemma":0.003153075,"domain_scores_codex":[0.5651832,0.3356381,0.0223785,0.01877263,0.0551934,0.002834232],"domain_scores_gemma":[0.3524219,0.5265583,0.007490366,0.07225581,0.03779173,0.003481959],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002396106,0.00005138472,0.0005503281,0.001841782,0.000102705,0.00007472368,0.005651578,0.0004852854,0.0001586369,0.8482192,0.02546581,0.1173746],"study_design_scores_gemma":[0.00004333364,0.00004876185,0.0006616017,0.003892508,0.00003059116,0.0001308922,0.002301952,0.001325173,0.0003541113,0.5827866,0.4083605,0.00006400546],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002808183,0.04801999,0.6079957,0.1551272,0.02063839,0.002797145,0.001117642,0.001236775,0.1602589],"genre_scores_gemma":[0.1228128,0.06140132,0.6986839,0.03598305,0.02088849,0.01402548,0.001711792,0.002179582,0.04231367],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.714684,"threshold_uncertainty_score":0.8813326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.376935867395054,"score_gpt":0.5215761586835637,"score_spread":0.1446402912885097,"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."}}