{"id":"W2186310071","doi":"10.1007/s40037-015-0227-3","title":"The power of parallel structure","year":2015,"lang":"en","type":"article","venue":"Perspectives on Medical Education","topic":"Chemistry and Stereochemistry Studies","field":"Chemistry","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Power (physics); Data science; Mathematics education; Psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001216571,0.0001049073,0.0001150025,0.000008359386,0.00008928901,0.00001400361,0.0002350071,0.0001039324,0.0008394386],"category_scores_gemma":[0.003001366,0.00006969242,0.0000492196,0.00006653158,0.000265044,0.00002512772,0.00003616842,0.000238101,0.000005937547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001011196,"about_ca_system_score_gemma":0.0005327962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001227117,"about_ca_topic_score_gemma":0.000002999061,"domain_scores_codex":[0.9990174,0.00001240989,0.0001629024,0.0001935515,0.0004826109,0.0001311416],"domain_scores_gemma":[0.9991115,0.0001279302,0.00008589933,0.0002908268,0.0002062713,0.0001775732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.002640494,0.006831173,0.01828857,0.0008489874,0.001229586,0.00001932066,0.3040706,0.00005099702,0.07991987,0.07153659,0.4310457,0.08351818],"study_design_scores_gemma":[0.001992638,0.0001306993,0.001839236,0.0003453876,0.00006611914,0.00006692897,0.7200272,0.000111079,0.1389232,0.01687519,0.1190035,0.0006188314],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8327679,0.002764816,0.00001801729,0.006155303,0.0002459963,0.00003811011,0.00001019685,0.00003297668,0.1579667],"genre_scores_gemma":[0.9963198,0.0001057122,0.00007249606,0.00008063143,0.0002936218,0.00001189525,0.00001093293,0.000006671013,0.003098202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4159566,"threshold_uncertainty_score":0.9191265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01153211206276696,"score_gpt":0.2998548013477045,"score_spread":0.2883226892849376,"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."}}