{"id":"W1969744496","doi":"10.5539/cis.v5n6p50","title":"Towards a Personal Knowledge Model (PKM) in Collaborative Environment of School Teachers’ Community","year":2012,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Knowledge sharing; Knowledge management; Process (computing); Order (exchange); Personal knowledge management; Knowledge integration; Knowledge engineering; Organizational learning; Business","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":[],"consensus_categories":[],"category_scores_codex":[0.004933748,0.00007391337,0.00011215,0.000265199,0.0002044374,0.00003247612,0.0001793284,0.00003944438,0.00004097091],"category_scores_gemma":[0.00008960156,0.00006418354,0.00001274105,0.0004759665,0.0003627047,0.001790839,0.0001243789,0.0003754306,0.00004031576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007430842,"about_ca_system_score_gemma":0.00009628671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003752097,"about_ca_topic_score_gemma":3.227445e-7,"domain_scores_codex":[0.9989304,0.0004277317,0.0002327155,0.00006399187,0.0001538165,0.0001913646],"domain_scores_gemma":[0.9995431,0.00007039451,0.0001088455,0.0001369963,0.00006736425,0.0000733214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00001928039,0.000170942,0.03010199,0.000013624,0.000007204129,4.096393e-8,0.7679518,0.0003860961,0.0002639209,0.01389319,0.0004655571,0.1867263],"study_design_scores_gemma":[0.0005725312,0.0001242856,0.8958824,0.00002317381,0.000002688266,0.000004499172,0.008514046,0.08813149,0.0001320554,0.00009549517,0.006383238,0.0001341614],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.71815,0.000058211,0.247196,0.00004290495,0.0001490184,0.00008272463,0.00000300213,0.00001208919,0.03430606],"genre_scores_gemma":[0.9727132,0.000003221665,0.02699175,0.0001989428,0.00002441625,0.000007148304,0.000002930948,0.00000176726,0.00005664453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8657804,"threshold_uncertainty_score":0.2617329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07231448773126845,"score_gpt":0.3833827747290781,"score_spread":0.3110682869978096,"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."}}