{"id":"W4391763385","doi":"10.1007/978-3-031-17299-1_553","title":"Content Validity","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Health Education and Validation","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kwantlen Polytechnic University","funders":"","keywords":"Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000732682,0.0000683957,0.0001041128,0.00006061106,0.0002469797,0.00003811076,0.00009505361,0.0001994619,0.00910303],"category_scores_gemma":[0.0001924433,0.00006629573,0.00005594459,0.00002223961,0.00006522216,0.00004046687,0.00001227352,0.0001159219,0.007331258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001334482,"about_ca_system_score_gemma":0.0005649138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001881194,"about_ca_topic_score_gemma":0.002796236,"domain_scores_codex":[0.9992322,0.00003918373,0.0001629058,0.0001377503,0.0002885946,0.0001393453],"domain_scores_gemma":[0.9993935,0.0001456974,0.0000783442,0.0001091816,0.0001308138,0.0001424142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[4.137021e-7,0.000002357679,0.00001591239,0.000005920004,0.000002665976,3.060626e-7,0.001064288,8.57679e-9,1.634986e-7,0.9222898,0.07247872,0.004139402],"study_design_scores_gemma":[0.00002463536,0.000005798771,0.0001231743,0.00001677364,0.000005087347,3.920975e-8,0.0003780026,3.612508e-7,0.000001124657,0.02800119,0.9713673,0.00007650931],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001524187,0.00000793051,0.00007787652,0.01150959,0.002057567,0.0002413456,0.000007151609,0.0002156093,0.9858677],"genre_scores_gemma":[0.0006307642,0.0004714857,0.00004956262,0.0009800546,0.0007555875,0.000008121341,0.00003877472,0.00001497053,0.9970507],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8988886,"threshold_uncertainty_score":0.9934416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7690452884986527,"score_gpt":0.4735401184023991,"score_spread":0.2955051700962536,"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."}}