{"id":"W4230188064","doi":"10.1093/med/9780199685219.003.0011","title":"Measuring change","year":2014,"lang":"en","type":"book","venue":"","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Reliability (semiconductor); Scale (ratio); Psychology; Conceptual change; Measure (data warehouse); Intervention (counseling); Social psychology; Computer science; Geography; Data mining; Mathematics education; Cartography; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.005729157,0.0006680568,0.0005348211,0.002490025,0.0008290565,0.004483955,0.001458703,0.001022928,0.02341332],"category_scores_gemma":[0.01911874,0.0002129785,0.0004536248,0.003349368,0.002456012,0.004375335,0.002422976,0.002490082,0.008211293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002719055,"about_ca_system_score_gemma":0.002220288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001639386,"about_ca_topic_score_gemma":0.002404317,"domain_scores_codex":[0.9918042,0.00304,0.0004342831,0.0006663285,0.003876541,0.0001785026],"domain_scores_gemma":[0.9901844,0.004217673,0.0008126094,0.0007515806,0.003666968,0.0003667496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003510579,0.00009740185,0.005462147,0.0009220332,0.00005250208,0.00005987275,0.006098107,0.0007021419,0.001122425,0.2366473,0.1570973,0.5917037],"study_design_scores_gemma":[0.00001311683,0.0001411973,0.01387002,0.002214211,0.00004186454,0.0002677524,0.005427599,0.000925146,0.001514442,0.1501513,0.8253677,0.00006558],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01686555,0.01341465,0.09535746,0.01433928,0.003855142,0.0009881419,0.002709946,0.000986146,0.8514837],"genre_scores_gemma":[0.3159028,0.03843046,0.2660342,0.01139663,0.001363544,0.003213542,0.00565481,0.00106048,0.3569435],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02341332,"threshold_uncertainty_score":0.07832539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3669682328999292,"score_gpt":0.4122158729099838,"score_spread":0.04524764001005455,"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."}}