{"id":"W2587275352","doi":"10.1016/j.evalprogplan.2017.02.005","title":"Concept mapping internal validity: A case of misconceived mapping?","year":2017,"lang":"en","type":"article","venue":"Evaluation and Program Planning","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cégep Marie-Victorin; Université de Montréal","funders":"Canadian Institutes of Health Research","keywords":"Internal validity; Engineering; Psychology; Computer science; Mathematics; Statistics","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"category_scores_codex":[0.3749467,0.001608995,0.002010549,0.0099946,0.01217176,0.01316889,0.01052634,0.009182429,0.002903996],"category_scores_gemma":[0.6757949,0.001782045,0.001822925,0.01058445,0.08423223,0.02742365,0.01887334,0.01518853,0.0005583048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0139295,"about_ca_system_score_gemma":0.01588662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00723427,"about_ca_topic_score_gemma":0.003552443,"domain_scores_codex":[0.457782,0.4425967,0.01736156,0.01495434,0.06316677,0.004138595],"domain_scores_gemma":[0.1783023,0.7125074,0.0249687,0.05396331,0.02869815,0.001560065],"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":[0.0001143373,0.00003993084,0.004588838,0.001099776,0.0001022547,0.001792296,0.3066497,0.0008775399,0.0003801827,0.6029442,0.006613481,0.0747975],"study_design_scores_gemma":[0.00009510249,0.000104283,0.001776426,0.006218722,0.00009197812,0.004249346,0.1136121,0.01175071,0.002603599,0.7730769,0.08619834,0.0002224323],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1090074,0.007264055,0.5762058,0.2261211,0.001996736,0.001082584,0.0001735054,0.0005459473,0.07760289],"genre_scores_gemma":[0.8837839,0.001312917,0.09831744,0.01196526,0.0004782321,0.001752087,0.0000697932,0.0003670545,0.001953338],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6250533,"threshold_uncertainty_score":0.770802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4979744957311376,"score_gpt":0.5785909440871707,"score_spread":0.08061644835603315,"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."}}