{"id":"W7033495858","doi":"","title":"Reflections on Upcoming Threads 2022: Cultural Conversations","year":2022,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Teacher Professional Development and Motivation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Facilitator; Bridging (networking); Joins; Register (sociolinguistics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01472591,0.0009800961,0.0005076414,0.0009147406,0.02463874,0.01655386,0.002700163,0.01680243,0.03529956],"category_scores_gemma":[0.03694357,0.0007548454,0.001100247,0.001268892,0.005183033,0.01284062,0.01510197,0.02120318,0.009734298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005948768,"about_ca_system_score_gemma":0.007316428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02284208,"about_ca_topic_score_gemma":0.04552697,"domain_scores_codex":[0.9828424,0.01029353,0.0003509959,0.0006117771,0.002655155,0.00324613],"domain_scores_gemma":[0.9743265,0.006670098,0.0007604284,0.0008181105,0.00414735,0.01327758],"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":[0.0002080427,0.0001563458,0.001155672,0.0002541771,0.000008911727,0.002775268,0.2058523,0.00005855597,0.0008169574,0.01186927,0.7528732,0.02397112],"study_design_scores_gemma":[0.00001315104,0.00003390598,0.0007522858,0.0002538224,0.000003253122,0.0003191473,0.1791293,0.0000414083,0.0002006945,0.001698945,0.8175243,0.00002971595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03411585,0.008560797,0.002701393,0.7087368,0.1107017,0.00035086,0.000428736,0.0002879871,0.1341159],"genre_scores_gemma":[0.2620747,0.007183671,0.001936939,0.3236371,0.01670333,0.001104382,0.0004549936,0.001130162,0.3857747],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03529956,"threshold_uncertainty_score":0.1180888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02574738941883221,"score_gpt":0.2856353824674883,"score_spread":0.2598879930486561,"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."}}