{"id":"W2416006748","doi":"10.1177/0031512516633348","title":"Measuring Investment in Learning","year":2016,"lang":"en","type":"article","venue":"Perceptual and Motor Skills","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Nipissing University; Brock University","funders":"","keywords":"Psychology; Investment (military); Cognitive psychology; Applied psychology; Political science","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":[0.0007498429,0.0005257094,0.000202561,0.0003998102,0.0001478848,0.0005633016,0.0002590923,0.000443086,0.001843656],"category_scores_gemma":[0.004479647,0.0001596257,0.0001799767,0.0002101366,0.0001470227,0.0003261819,0.000428876,0.0004709694,0.0003400988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001582583,"about_ca_system_score_gemma":0.0001240549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003613562,"about_ca_topic_score_gemma":0.000775152,"domain_scores_codex":[0.9995079,0.0001130606,0.00004543856,0.0001020776,0.0001611621,0.00007036648],"domain_scores_gemma":[0.9977112,0.0005875886,0.0007953129,0.0002176098,0.0002347893,0.0004535578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009511398,0.002445918,0.8535461,0.0001532603,0.0003523247,0.0001754971,0.001469204,0.0009029279,0.05419892,0.0003226498,0.0004879569,0.08499409],"study_design_scores_gemma":[0.000009968105,0.001488224,0.9939824,0.000008306358,0.00002433453,0.0001564778,0.0001373549,0.0005387808,0.003182963,0.0001134004,0.0003457339,0.00001201406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978874,0.00008599536,0.0008022832,0.0000148734,0.000003291773,0.00003080528,0.0001145327,0.00001327298,0.001047541],"genre_scores_gemma":[0.9971011,0.00009022345,0.001458534,0.00001858414,0.000006718467,0.00005384371,0.0002476546,0.000004729368,0.001018535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001843656,"threshold_uncertainty_score":0.00616765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0244452584869282,"score_gpt":0.2231414829330253,"score_spread":0.1986962244460971,"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."}}