{"id":"W4403379966","doi":"10.54337/nlc.v8.9140","title":"Symposium 5: Variations in the Experience of Phenomenographic Research","year":2012,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Networked Learning","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Phenomenography; Psychology; Epistemology; Engineering ethics; Mathematics education; Philosophy; Engineering","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":[0.009983277,0.00006824242,0.00009391482,0.0001899746,0.0004939076,0.0001125349,0.001315553,0.00005392676,0.0001766681],"category_scores_gemma":[0.003037099,0.00004750163,0.00004931467,0.0006881197,0.0003594757,0.0005922741,0.0001268188,0.0006636315,0.000005690768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007933399,"about_ca_system_score_gemma":0.0000950282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007301587,"about_ca_topic_score_gemma":0.00006353413,"domain_scores_codex":[0.997486,0.000366808,0.0002770947,0.000132368,0.001468994,0.0002687145],"domain_scores_gemma":[0.9978356,0.0009210536,0.0004056083,0.00007947801,0.0007236506,0.00003465612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002907184,0.000104184,0.1558531,0.000005279878,0.00001412682,2.259444e-8,0.1084899,0.0003003875,0.001632171,0.7327358,0.0002178568,0.0006181697],"study_design_scores_gemma":[0.001133546,0.0004048348,0.2396488,0.001399778,0.00007120366,0.000005008832,0.5468234,0.02333407,0.00140718,0.05438085,0.1307698,0.0006215051],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7057919,0.00003624709,0.00001688822,0.01909047,0.0003680037,0.0002396476,5.154732e-7,0.00001524842,0.2744411],"genre_scores_gemma":[0.9984063,0.0001066796,0.0002000387,0.00007754815,0.0002708812,0.0000439607,6.402377e-7,0.000005604734,0.0008883649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6783549,"threshold_uncertainty_score":0.3798788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2699560446929753,"score_gpt":0.4712715815362116,"score_spread":0.2013155368432363,"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."}}