{"id":"W6904795176","doi":"10.14668/qtimes_13412","title":"\"Classi in Rete\" nelle piccole scuole. Innovare attraverso lezioni condivise in(pluri)classi aperte e isolate.","year":2021,"lang":"it","type":"article","venue":"ArTS Archivio della ricerca di Trieste (University of Trieste https://www.units.it/)","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Research methodology","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002664306,0.001023246,0.001889604,0.001187987,0.002044412,0.0005640184,0.001806142,0.0008067169,0.002163188],"category_scores_gemma":[0.001531037,0.001305705,0.0004733415,0.009065704,0.00252798,0.002875417,0.001087832,0.001940086,0.0004944025],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009901647,"about_ca_system_score_gemma":0.007532739,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006695938,"about_ca_topic_score_gemma":0.01979015,"domain_scores_codex":[0.9904839,0.002569835,0.001494121,0.001847053,0.001626785,0.001978243],"domain_scores_gemma":[0.9919659,0.002943763,0.001126962,0.001371426,0.001637909,0.0009540457],"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":[0.004564258,0.006647357,0.1044131,0.002498845,0.001801396,0.004163654,0.4902003,0.00337313,0.003725134,0.2405769,0.09994097,0.03809491],"study_design_scores_gemma":[0.005747317,0.0004985112,0.07111268,0.001689177,0.0003753614,0.00003569026,0.185388,0.001838579,0.0001437266,0.001371197,0.7301435,0.00165626],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7075673,0.001583197,0.00120136,0.0358182,0.002534985,0.001930985,0.0005638321,0.0001589151,0.2486413],"genre_scores_gemma":[0.6752136,0.009532654,0.002277997,0.001322308,0.0004109412,0.00001085745,0.0003588395,0.0001210811,0.3107518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6302025,"threshold_uncertainty_score":0.9999186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08562678362454013,"score_gpt":0.3015829149801412,"score_spread":0.2159561313556011,"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."}}