{"id":"W2163862833","doi":"10.5539/cis.v5n6p98","title":"Analysis of the Case Studies Video Recordings","year":2012,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Educational Methods and Teacher Development","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Realization (probability); Personality psychology; Flexibility (engineering); Macro; Creativity; Field (mathematics); Reflection (computer programming); Subject (documents); Teaching method; Mathematics education; Psychology; Personality","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002713836,0.0004706077,0.0003008824,0.007195508,0.001669402,0.001971874,0.001062198,0.0007960105,0.01667194],"category_scores_gemma":[0.01735646,0.0002036202,0.0004859804,0.005121102,0.0007240336,0.001027026,0.001041675,0.0008265088,0.002643983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00194846,"about_ca_system_score_gemma":0.002428944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004927549,"about_ca_topic_score_gemma":0.005733973,"domain_scores_codex":[0.9953185,0.00172796,0.0003548499,0.0003881324,0.001836426,0.0003740745],"domain_scores_gemma":[0.9901909,0.005402688,0.0005862063,0.0006580958,0.002827207,0.0003350014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007691588,0.001020692,0.02354973,0.003902428,0.00009984129,0.04442714,0.1093557,0.002309546,0.0153433,0.03175154,0.0721432,0.6953276],"study_design_scores_gemma":[0.00006591871,0.0004549961,0.05763841,0.003127457,0.0001229408,0.01713708,0.1551177,0.003822464,0.01382784,0.006544697,0.7419949,0.000145557],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5445813,0.005190903,0.07497829,0.003513847,0.0009829567,0.01644536,0.01712182,0.0004770159,0.3367087],"genre_scores_gemma":[0.8106112,0.007403913,0.0812618,0.000530728,0.000292295,0.008204828,0.008241986,0.0001500784,0.08330309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01667194,"threshold_uncertainty_score":0.05577314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05911181795427246,"score_gpt":0.3454386461270442,"score_spread":0.2863268281727717,"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."}}