{"id":"W1587188643","doi":"","title":"8. Knowledge Building Community: genesi e sviluppo del modello","year":2011,"lang":"en","type":"article","venue":"Qwerty","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Facilitation; Sociology; Computer science; Knowledge building; Knowledge management; Epistemology; Psychology; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001558055,0.00007034734,0.00009705799,0.00003510644,0.0007994729,0.00002667804,0.0003386607,0.00007724732,0.00055426],"category_scores_gemma":[0.0002156725,0.00006337868,0.00005460042,0.0001801747,0.0001378126,0.0001511718,0.00006098062,0.0001762872,0.00008460533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006520079,"about_ca_system_score_gemma":0.0002496903,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008353502,"about_ca_topic_score_gemma":0.001511924,"domain_scores_codex":[0.9988216,0.0006011019,0.0001168134,0.0001014428,0.0001270547,0.0002320141],"domain_scores_gemma":[0.9992735,0.0002299473,0.00003982218,0.0002120319,0.0001137363,0.0001310053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001677426,0.0007323988,0.009406744,0.00002850438,0.00003933561,0.000001694308,0.1789461,0.00000915762,0.001535833,0.6324176,0.01455493,0.1623109],"study_design_scores_gemma":[0.0002148374,0.00004610617,0.01514921,0.00003320268,0.00003290317,0.000001672276,0.01328188,0.0003570653,0.00206507,0.1444018,0.8240526,0.0003636917],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2762452,0.0004019926,0.007372891,0.0002389992,0.0007055079,0.0001051901,0.000002486586,0.00007475298,0.714853],"genre_scores_gemma":[0.9281508,0.0001076337,0.05412208,0.0002840599,0.0003242034,0.00001781706,0.000002423289,0.00001170576,0.01697931],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8094976,"threshold_uncertainty_score":0.9982499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3548008345057315,"score_gpt":0.4493214490066879,"score_spread":0.09452061450095639,"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."}}