{"id":"W2217337202","doi":"10.33137/q.i..v32i2.16343","title":"What’s Next? Il lavoro dell’insegnante e le sue scelte nell’età dell’elettronica. Proceedings of a St. Michael’s College—Department of Italian Studies International Conference in the University of Toronto (October 21-24, 2008)","year":2012,"lang":"en","type":"article","venue":"Quaderni d italianistica","topic":"Educational and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0008034137,0.0001705514,0.0003946543,0.00003339344,0.0003901366,0.00004282576,0.0005543365,0.00009595002,0.0006265236],"category_scores_gemma":[0.0002025401,0.0001521436,0.0001217804,0.0001682081,0.001202553,0.0008992167,0.0001235474,0.0001119785,0.00001608071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003246522,"about_ca_system_score_gemma":0.0003668162,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01664239,"about_ca_topic_score_gemma":0.03324685,"domain_scores_codex":[0.9982224,0.0001227742,0.0004087197,0.0002244676,0.0006331395,0.0003884714],"domain_scores_gemma":[0.9985862,0.0002730532,0.0003378247,0.0001091565,0.0006003842,0.00009333716],"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":[0.0001001561,0.001178789,0.01305061,0.0001335601,0.0003885331,0.00000343805,0.2962486,0.000001473443,0.0002851838,0.638373,0.04979681,0.0004398965],"study_design_scores_gemma":[0.0003302128,0.0001017426,0.008645863,0.0002079098,0.00008099536,0.00000110124,0.778555,0.00001386795,0.0001502675,0.002498946,0.2092075,0.00020665],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8534455,0.02290653,0.00003357094,0.01661088,0.002168605,0.001341168,0.0006292487,0.0000425936,0.102822],"genre_scores_gemma":[0.987694,0.00861073,0.000251781,0.00008901385,0.000170421,0.00001163869,0.00001475302,0.000009075507,0.003148548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.635874,"threshold_uncertainty_score":0.9899059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0650235911623861,"score_gpt":0.3169949866269818,"score_spread":0.2519713954645957,"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."}}