{"id":"W1601093437","doi":"","title":"Innovations in Teacher Development for the Knowledge Age","year":2005,"lang":"en","type":"article","venue":"The HKU Scholars Hub (University of Hong Kong)","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Relevance (law); Context (archaeology); Pedagogy; Teacher education; Sociology; Mathematics education; Knowledge management; Public relations; Political science; Psychology; Computer science; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.001005901,0.00004499988,0.00006062115,0.0001168739,0.0009638956,0.00002235844,0.000439454,0.00007787379,0.0001632891],"category_scores_gemma":[0.0001664856,0.00003628543,0.00002843273,0.0005000801,0.0003022562,0.0002470877,0.00003774902,0.0002078094,0.00004537145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001458511,"about_ca_system_score_gemma":0.0002239142,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003559842,"about_ca_topic_score_gemma":0.02843434,"domain_scores_codex":[0.9995397,0.00007449539,0.00007973274,0.00008695354,0.00009678222,0.0001222768],"domain_scores_gemma":[0.9995281,0.0001293135,0.00006381693,0.0001396669,0.0001222937,0.00001687687],"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":[0.00002897508,0.0004361257,0.0265332,0.000008462119,0.00007900635,0.000001055469,0.2893593,0.00003318991,0.0006808382,0.4317049,0.01518476,0.2359502],"study_design_scores_gemma":[0.0003765736,0.00001181253,0.1618112,0.00001930073,0.00001887053,3.086882e-7,0.1311117,0.000106546,0.0001963225,0.00163728,0.7046091,0.0001008948],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9543149,0.0001011569,0.001228823,0.0283891,0.0001095008,0.0003084935,0.000001343931,0.00004509874,0.01550158],"genre_scores_gemma":[0.9790353,0.00002568428,0.002242868,0.00008646885,0.00003679763,0.000002097978,0.000003887989,0.000002920383,0.01856402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6894243,"threshold_uncertainty_score":0.9892942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04649522415968072,"score_gpt":0.31010498938115,"score_spread":0.2636097652214693,"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."}}