{"id":"W2040983862","doi":"10.2316/journal.208.2007.1.208-0904","title":"COLLABORATION AS QUALITY INTERACTION IN WEB-BASED LEARNING","year":2007,"lang":"en","type":"article","venue":"Advanced Technology for Learning","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Collaborative learning; Knowledge management; Computer science; Process (computing); Context (archaeology); Quality (philosophy)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005360331,0.0002208637,0.0003362814,0.001189307,0.0003775462,0.00002371527,0.000183902,0.0004655881,0.000124556],"category_scores_gemma":[0.005637453,0.0002504759,0.00006728406,0.001737445,0.0001327652,0.0001798595,0.00003173079,0.002260617,0.00009190036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002442128,"about_ca_system_score_gemma":0.00006475596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004115461,"about_ca_topic_score_gemma":0.00009817087,"domain_scores_codex":[0.9974141,0.000695663,0.0005943695,0.0005588698,0.000137714,0.0005992604],"domain_scores_gemma":[0.9978083,0.001162473,0.0004918379,0.000259301,0.0002416137,0.00003643511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00121392,0.0001663302,0.1691225,0.00003257356,0.00004384658,0.0000226174,0.002473563,0.01844618,0.08666442,0.05931189,0.00003729798,0.6624649],"study_design_scores_gemma":[0.01049336,0.003030818,0.07334991,0.0003064476,0.00003536605,0.00004196743,0.04948402,0.003562598,0.03113605,0.00801948,0.8193138,0.001226164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7781496,0.0001184041,0.2120455,0.0008417281,0.0005679442,0.0003357985,6.743425e-7,0.000891135,0.007049204],"genre_scores_gemma":[0.9538893,0.000002333119,0.04322942,0.000142743,0.00006305619,0.0001343542,0.00003959937,0.00005284223,0.002446321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8192765,"threshold_uncertainty_score":0.9999948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03181943855121992,"score_gpt":0.4629739674702096,"score_spread":0.4311545289189896,"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."}}