{"id":"W7066081354","doi":"","title":"A Framework for Strengthening Teacher Professional Development Systems with ICT","year":2024,"lang":"en","type":"other","venue":"Open Research Online (The Open University)","topic":"Laser-Plasma Interactions and Diagnostics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Nucleofection; Articular cartilage damage; Hyporeflexia; Gestational period; Diafiltration; Demotion","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02974015,0.0012695,0.0006127534,0.006048691,0.008308613,0.01901661,0.00410805,0.007268326,0.007992811],"category_scores_gemma":[0.01537144,0.0007832701,0.001615577,0.003782402,0.03077105,0.01475966,0.01592351,0.006317447,0.002550997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03087559,"about_ca_system_score_gemma":0.05274961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02844513,"about_ca_topic_score_gemma":0.02141368,"domain_scores_codex":[0.9653317,0.0248455,0.001589778,0.002298455,0.003545348,0.002389153],"domain_scores_gemma":[0.985277,0.005763779,0.0008753382,0.001596482,0.003779705,0.002707703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006283995,0.00006387712,0.0004332479,0.0001928816,0.000006788512,0.0001181505,0.009071399,0.001346272,0.0001379408,0.959916,0.005706748,0.02300031],"study_design_scores_gemma":[0.00004669503,0.00008973088,0.0007427418,0.001274951,0.00001704524,0.0002151457,0.01585636,0.003082215,0.0003374258,0.5577143,0.4205769,0.0000464979],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.008546558,0.004592554,0.3683281,0.1161705,0.0009831438,0.002473231,0.0002617648,0.0006920758,0.4979521],"genre_scores_gemma":[0.3784905,0.00471336,0.5516021,0.007780408,0.0003412125,0.004656284,0.000387095,0.0002258528,0.05180321],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03087559,"threshold_uncertainty_score":0.2240192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09235059916791245,"score_gpt":0.3971160788771599,"score_spread":0.3047654797092474,"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."}}