{"id":"W7074735133","doi":"","title":"International Perspectives On Designing Professional Practice Doctorates Applying The Critical Friends Approach To The Edd And Beyond","year":2016,"lang":"en","type":"article","venue":"Journal of International Crisis and Risk Communication Research","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Capstone; Conversation; Professional development; Work (physics); Continuing professional development; Doctoral studies","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002688057,0.00009511039,0.0001062307,0.0001267003,0.0006480341,0.000272392,0.000749523,0.00002615041,0.00007790054],"category_scores_gemma":[0.0006732863,0.00004254992,0.00005922842,0.0001471253,0.0003514183,0.0003594984,0.0003772705,0.000621605,0.000008819919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004629094,"about_ca_system_score_gemma":0.00005952897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003095727,"about_ca_topic_score_gemma":3.782195e-7,"domain_scores_codex":[0.9977908,0.0007721913,0.0003021701,0.0001572315,0.0008350426,0.0001425935],"domain_scores_gemma":[0.9927991,0.005077946,0.0001849489,0.0002089101,0.001636558,0.00009255332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002616612,0.0003631859,0.002520429,0.000001731011,0.0002336182,4.162351e-7,0.003438432,0.0001254622,0.0001364198,0.9588747,0.005372826,0.02867113],"study_design_scores_gemma":[0.001806368,0.0005382631,0.01675737,0.0003123124,0.0001309452,0.00006840804,0.2045125,0.004580628,0.0007922151,0.5645764,0.2055244,0.0004002244],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2286865,0.002402431,0.1876939,0.4836695,0.001027509,0.00117396,0.0001924953,0.00002372822,0.09512998],"genre_scores_gemma":[0.9930589,0.0006415963,0.00533472,0.0002248609,0.0005385153,0.00006698427,0.000003473119,0.000008634001,0.0001223385],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7643724,"threshold_uncertainty_score":0.498422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03200083143370039,"score_gpt":0.4005985275713089,"score_spread":0.3685976961376085,"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."}}