{"id":"W4251909684","doi":"10.1177/160940690200100403","title":"Symposium Introduction - Issues of Validity: Behavioral Concepts, Their Derivation and Interpretation","year":2002,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Interpretation (philosophy); Phenomenon; Frame (networking); Vulnerability (computing); Psychology; Epistemology; Computer science; Subject (documents); Management science; Engineering; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03390663,0.0008287067,0.000853867,0.001682359,0.004792248,0.00906915,0.00240846,0.005038142,0.01859462],"category_scores_gemma":[0.0598662,0.0006585189,0.001192973,0.001602081,0.01213864,0.008194507,0.005759201,0.01035794,0.003534378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003633795,"about_ca_system_score_gemma":0.004362326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001238127,"about_ca_topic_score_gemma":0.001064799,"domain_scores_codex":[0.9796808,0.0133379,0.001115594,0.001827888,0.003492911,0.0005450025],"domain_scores_gemma":[0.9581432,0.0300413,0.001303464,0.001903502,0.007307258,0.0013012],"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":[0.0001022569,0.000082248,0.0004915777,0.001541594,0.00003759258,0.0002534988,0.03174511,0.0004379903,0.002737633,0.556896,0.3246126,0.08106198],"study_design_scores_gemma":[0.00001669291,0.0001493575,0.0005041171,0.001661188,0.00002146928,0.0004041391,0.007457536,0.0005953294,0.0008911328,0.1723691,0.8158796,0.00005023454],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007735916,0.04560262,0.2866306,0.4196552,0.1409604,0.001365491,0.0008483457,0.001107342,0.09609409],"genre_scores_gemma":[0.3222159,0.04845912,0.2369387,0.138262,0.1350782,0.006183249,0.00122069,0.001850321,0.1097919],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9660934,"threshold_uncertainty_score":0.1793175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7944162445385775,"score_gpt":0.7170468259051439,"score_spread":0.0773694186334336,"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."}}