{"id":"W3195389223","doi":"10.5539/ies.v14n9p58","title":"Exploring High School Students’ Cognitive Structures for Energy Concept Through Word Association Test","year":2021,"lang":"en","type":"article","venue":"International Education Studies","topic":"Educational Methods and Analysis","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Word Association; Test (biology); Mathematics education; Psychology; Word (group theory); Cognition; Association (psychology); Energy (signal processing); Mathematics; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001653345,0.0003946247,0.0004772493,0.002260921,0.0004360521,0.001654122,0.0004813775,0.0004865635,0.00288951],"category_scores_gemma":[0.006077473,0.0002565871,0.0005374618,0.001340786,0.000622404,0.001232101,0.0008749807,0.001005546,0.0003589215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004456107,"about_ca_system_score_gemma":0.0006354792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00121426,"about_ca_topic_score_gemma":0.00171534,"domain_scores_codex":[0.9989587,0.0001927959,0.0001256308,0.0001360877,0.000450474,0.0001363108],"domain_scores_gemma":[0.9962319,0.001450889,0.00121495,0.0001672615,0.0005503994,0.0003845914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001817991,0.001468463,0.9201873,0.0001971617,0.00006995569,0.0003522291,0.02068408,0.0005447261,0.003330946,0.001031315,0.0006818281,0.05127015],"study_design_scores_gemma":[0.00002158959,0.001193808,0.9636337,0.0000686027,0.00004176524,0.0002141277,0.02671776,0.002284321,0.001680224,0.002088536,0.002006972,0.00004857233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998287,0.00003557384,0.000435903,0.00003570959,0.00000398896,0.00005835786,0.00005301421,0.000006016611,0.001084332],"genre_scores_gemma":[0.997736,0.00007837661,0.001316237,0.00001473227,0.000003253935,0.0001114707,0.0001230668,0.000002606337,0.0006143693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00288951,"threshold_uncertainty_score":0.009666383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2165451634761387,"score_gpt":0.5027406637855933,"score_spread":0.2861955003094547,"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."}}