{"id":"W7122561304","doi":"10.65106/apubs.2007.2818","title":"From repositories supported by communities to communities supported by repositories","year":2007,"lang":"","type":"article","venue":"ASCILITE Publications","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Context (archaeology); Academic community; Discipline; Information exchange; Learning object; Learning community; State (computer science); Information sharing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002693624,0.0007523546,0.0007489221,0.0006687245,0.004467976,0.006082934,0.004640155,0.0004264068,0.001361918],"category_scores_gemma":[0.0005180406,0.0008036328,0.00023475,0.003543683,0.0008933793,0.004093268,0.001574378,0.001410784,0.000400197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004781907,"about_ca_system_score_gemma":0.0009733881,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05845778,"about_ca_topic_score_gemma":0.003594205,"domain_scores_codex":[0.9931982,0.001077917,0.002143359,0.0008862747,0.001240617,0.001453587],"domain_scores_gemma":[0.9886205,0.002016613,0.0009084054,0.004571323,0.0027166,0.001166599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005094398,0.001258416,0.05789916,0.00003878827,0.0003413549,0.000003301449,0.2728828,0.00001174668,0.004635328,0.0157932,0.6391018,0.007983152],"study_design_scores_gemma":[0.0003628507,0.0002065852,0.02165229,0.00008146019,0.00007937376,0.00002650941,0.2309702,0.0005728693,0.006633698,0.0003037441,0.73824,0.0008703885],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6606892,0.002594006,0.08353714,0.1090098,0.0136741,0.002828958,0.002309421,0.002593377,0.122764],"genre_scores_gemma":[0.930588,0.0001744702,0.005373731,0.001834358,0.0006010042,0.000231661,0.006054656,0.00007432254,0.05506779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2698988,"threshold_uncertainty_score":0.999551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02523786504463877,"score_gpt":0.2910561219839936,"score_spread":0.2658182569393548,"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."}}