{"id":"W2003941549","doi":"10.1007/s12186-007-9004-8","title":"Introduction for the First Issue","year":2008,"lang":"en","type":"article","venue":"Vocations and Learning","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Epistemology; Philosophy","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007919462,0.00003150066,0.00003285555,0.00003722498,0.005086174,0.00005403287,0.00005070864,0.00002310867,0.0004227033],"category_scores_gemma":[0.001904064,0.00002466074,0.00001232658,0.0002418591,0.0001711086,0.0001569115,0.000005598387,0.0001578117,0.00004739188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001537683,"about_ca_system_score_gemma":0.00007342675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004697936,"about_ca_topic_score_gemma":0.0001401341,"domain_scores_codex":[0.9995907,0.0000938126,0.00006553402,0.00008915302,0.00007135172,0.00008948238],"domain_scores_gemma":[0.9991382,0.0005771515,0.00006335475,0.00005328163,0.0001507946,0.00001726664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001893083,0.00008345187,0.02741125,0.00001689018,0.00004495058,1.829318e-7,0.3782669,0.001071234,0.00003982706,0.2357202,0.2613383,0.09598786],"study_design_scores_gemma":[0.00004477374,0.00001305295,0.01812605,0.000001462213,0.000005167773,0.000001319509,0.02510906,0.0001707377,0.000003956289,0.0000288258,0.9564608,0.00003478749],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1009686,0.0009017056,0.01965741,0.824931,0.00210546,0.000659517,7.288804e-7,0.0001970474,0.05057853],"genre_scores_gemma":[0.9364003,0.0003287823,0.0009946981,0.0004396971,0.002807254,0.00005766826,0.000004577741,0.000005279708,0.05896175],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8354317,"threshold_uncertainty_score":0.9962091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07055231805192588,"score_gpt":0.3831717594371535,"score_spread":0.3126194413852276,"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."}}