{"id":"W76163385","doi":"","title":"Online/onsite activity in elementary and secondary classrooms using advanced collaborative technologies","year":2008,"lang":"en","type":"article","venue":"International Conference of Learning Sciences","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Context (archaeology); Mathematics education; Computer science; Face (sociological concept); School teachers; Descriptive statistics; Multimedia; Psychology; Mathematics; Sociology; Statistics; Geography","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":[0.001011125,0.0001177236,0.0001950036,0.0004249648,0.0002220752,0.00002623796,0.0002915924,0.0000714566,0.0002757932],"category_scores_gemma":[0.0005213344,0.0001090513,0.00002055916,0.0005371126,0.0009862686,0.0003051058,0.0001010288,0.000627681,0.000002355544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004534238,"about_ca_system_score_gemma":0.0001806176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002724191,"about_ca_topic_score_gemma":0.00005776289,"domain_scores_codex":[0.9985289,0.0004529563,0.0002335298,0.0003392682,0.0002532263,0.0001921034],"domain_scores_gemma":[0.9991236,0.0002893505,0.0002768998,0.00008055107,0.0002136927,0.00001590495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001329504,0.0002059098,0.7220708,0.000009560362,0.00005734374,0.00003286758,0.01075677,0.001034648,0.04180888,0.01885987,0.00001823546,0.2050122],"study_design_scores_gemma":[0.001201744,0.0007203317,0.913358,0.0002190424,0.000007941754,0.00008510354,0.0618083,0.01420777,0.002577845,0.001729173,0.003691731,0.0003930139],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845786,0.0001313684,0.001943522,0.0005731295,0.0002831254,0.00008067011,0.000010579,0.0000638319,0.01233517],"genre_scores_gemma":[0.9754074,0.0000374193,0.02405052,0.00002399499,0.00001799745,0.000005145806,0.000004534208,0.00000524931,0.000447703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2046192,"threshold_uncertainty_score":0.4446984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1139465133601637,"score_gpt":0.424129188977186,"score_spread":0.3101826756170223,"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."}}