{"id":"W1500472958","doi":"10.37119/ojs2009.v15i2.56","title":"Instructional Mash-Up: Promoting Reflective Skill Development in a Virtual Environment","year":2013,"lang":"en","type":"article","venue":"in education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flexibility (engineering); Mathematics education; Pedagogy; Computer science; Psychology; Multimedia","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003270931,0.00004833018,0.00005220491,0.0001173534,0.000109997,0.0000270481,0.00006156559,0.00004929472,0.0003296502],"category_scores_gemma":[0.0001224398,0.00005166447,0.00000899872,0.0001754064,0.00003529695,0.0002554708,0.0000154516,0.0001313304,0.0001345065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006075109,"about_ca_system_score_gemma":0.0009477918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001055848,"about_ca_topic_score_gemma":0.001350043,"domain_scores_codex":[0.9992605,0.0001110044,0.0001569273,0.0001425502,0.0001726579,0.000156299],"domain_scores_gemma":[0.9998093,0.0000362681,0.00005284085,0.00004102426,0.00002463728,0.00003592988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000002072325,0.0002236766,0.04819131,0.000002950492,0.000002244979,1.679657e-7,0.06105971,0.00007475184,0.0001962976,0.002810309,0.00009004056,0.8873464],"study_design_scores_gemma":[0.0003351002,0.00004164766,0.6437973,0.0001105535,0.000002217848,0.0000015661,0.09547636,0.0001384623,0.0005704513,0.00723087,0.2520421,0.0002534678],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928582,0.0000207328,0.00002213395,0.00170927,0.0003826736,0.0002267236,1.087806e-7,0.00001158689,0.004768591],"genre_scores_gemma":[0.9896553,0.00001512288,0.008571578,0.00004783295,0.0001937659,0.0001236794,0.000007667924,0.000004297647,0.001380787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.887093,"threshold_uncertainty_score":0.3609438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271577656945439,"score_gpt":0.311784523868793,"score_spread":0.2990687472993386,"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."}}