{"id":"W2045678806","doi":"10.1007/s11165-007-9078-1","title":"Evolution of Research Methods for Probing and Understanding Metacognition","year":2008,"lang":"en","type":"article","venue":"Research in Science Education","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Advanced Education; University of Alberta; University of British Columbia","funders":"","keywords":"Metacognition; Conceptualization; Science education; Psychology; Qualitative research; Mathematics education; Cognition; Pedagogy; Sociology; Computer science; Social science; Artificial intelligence","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":[0.1235691,0.001863816,0.00315277,0.01509814,0.001144237,0.008673136,0.006424753,0.004457328,0.003207167],"category_scores_gemma":[0.2569015,0.001878786,0.002013142,0.007433638,0.009167452,0.0109516,0.005268783,0.007531635,0.0007191367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005710784,"about_ca_system_score_gemma":0.006358368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002978877,"about_ca_topic_score_gemma":0.002546551,"domain_scores_codex":[0.9332966,0.04194214,0.004887252,0.00877877,0.01033353,0.0007617638],"domain_scores_gemma":[0.5092467,0.4041319,0.01002995,0.03961337,0.03451672,0.002461427],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004794444,0.0006014074,0.02037299,0.00378557,0.0006806116,0.00007842384,0.006406316,0.002649192,0.008793778,0.1706109,0.001570472,0.7839708],"study_design_scores_gemma":[0.0006659544,0.002232634,0.05972512,0.01025719,0.00160576,0.002261824,0.005844799,0.05362983,0.05008968,0.646705,0.166038,0.0009442045],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03540405,0.03643872,0.9075626,0.006647532,0.0007232903,0.001001248,0.0004600235,0.0006348278,0.0111277],"genre_scores_gemma":[0.07130597,0.01012855,0.9131076,0.001209001,0.0003427931,0.002043922,0.0001974429,0.0002110647,0.001453666],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8764309,"threshold_uncertainty_score":0.6535035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7134957752938622,"score_gpt":0.6921749226851603,"score_spread":0.02132085260870187,"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."}}