{"id":"W649457797","doi":"","title":"ORGANIZATIONAL COMMUNICATION TOOL FOR LETHBRIDGE COLLEGE","year":2008,"lang":"en","type":"article","venue":"Theseus (Ammattikorkeakoulujen)","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00157129,0.0001407915,0.0001969193,0.00006930873,0.001712292,0.00004443407,0.0005586621,0.000133328,0.0005508105],"category_scores_gemma":[0.001434879,0.0001436478,0.0001005777,0.0004729936,0.0004084087,0.0002980754,0.00004907528,0.0001324172,0.0001532478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001714859,"about_ca_system_score_gemma":0.000753441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002480096,"about_ca_topic_score_gemma":0.0001253767,"domain_scores_codex":[0.9982533,0.0004291057,0.0003039812,0.0002364266,0.0004112208,0.0003659243],"domain_scores_gemma":[0.9975483,0.001320311,0.0001411246,0.0003708973,0.0004875407,0.0001317817],"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":[0.00005384627,0.000189883,0.001832769,0.00001789679,0.00004068386,0.000001828805,0.007063872,0.00001850609,0.0005090727,0.9439057,0.001969313,0.04439661],"study_design_scores_gemma":[0.0003105431,0.0000225394,0.006843267,0.0000156768,0.00001489824,0.000009031598,0.001001908,0.0000366519,0.0005126634,0.03560539,0.9554239,0.000203517],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.114425,0.0003646245,0.00384176,0.01153877,0.0005565849,0.000949516,0.0001276666,0.0002306803,0.8679653],"genre_scores_gemma":[0.4859247,0.0004052824,0.03304712,0.0006884956,0.0006030098,0.0001544766,0.00009619741,0.00003682508,0.4790439],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9534546,"threshold_uncertainty_score":0.9995874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07280989021202566,"score_gpt":0.3605328488974656,"score_spread":0.2877229586854399,"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."}}