{"id":"W1940122353","doi":"10.3968/6211","title":"Promote Pre-Service Teachers’ Professional Development by Analyzing the Critical Incidents in Teaching","year":2015,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Class (philosophy); Critical reflection; Critical thinking; Reflection (computer programming); Critical Incident Technique; Service (business); Function (biology); Professional development; Mathematics education; Psychology; Pedagogy; Computer science; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004484728,0.0004488709,0.0002799109,0.001428526,0.003784954,0.003411684,0.0009192467,0.00140215,0.004287443],"category_scores_gemma":[0.01670572,0.0003599711,0.0003645266,0.0006792494,0.00217869,0.001825401,0.003692753,0.002037961,0.001716626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001425137,"about_ca_system_score_gemma":0.007796717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002061729,"about_ca_topic_score_gemma":0.004739712,"domain_scores_codex":[0.9969748,0.001605519,0.0001415039,0.0001786929,0.0006506519,0.0004487017],"domain_scores_gemma":[0.9853685,0.006881857,0.001822477,0.0008649731,0.00274613,0.002316058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001354072,0.002231505,0.0343296,0.001414448,0.00002228115,0.001886904,0.5071939,0.0004886125,0.02558198,0.007278739,0.0149461,0.4044906],"study_design_scores_gemma":[0.00009991372,0.001136089,0.08710294,0.001569061,0.00005520276,0.005017668,0.6622728,0.002337898,0.02888677,0.01598399,0.195414,0.0001236458],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8661863,0.0008569415,0.04965889,0.01034944,0.0002840985,0.001402942,0.00005127517,0.0007826347,0.0704275],"genre_scores_gemma":[0.9517419,0.0007954735,0.03719593,0.0004708772,0.00005990162,0.0002733976,0.00003999009,0.00006812781,0.009354342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004484728,"threshold_uncertainty_score":0.02371782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04700124293234478,"score_gpt":0.4201842556824217,"score_spread":0.3731830127500769,"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."}}