{"id":"W3170983564","doi":"10.21203/rs.3.rs-587769/v1","title":"Teachers’ Experiences and Perspectives of Implementing and Use of the Classroom Communication Resource (CCR) Intervention: Post Trial Reflections","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Intervention (counseling); Resource (disambiguation); Psychology; Resource use; Pedagogy; Medical education; Knowledge management; Computer science; Medicine; Environmental resource management; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04271533,0.0004236491,0.001185491,0.0008184349,0.004247807,0.003832334,0.001725059,0.002141925,0.006310955],"category_scores_gemma":[0.1367297,0.0009040896,0.0006378535,0.001180014,0.002862137,0.003107956,0.003731506,0.003715441,0.001228471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003250561,"about_ca_system_score_gemma":0.00702945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003137248,"about_ca_topic_score_gemma":0.005812055,"domain_scores_codex":[0.9621368,0.02815249,0.002660366,0.0009505764,0.003245569,0.002854227],"domain_scores_gemma":[0.912386,0.06630349,0.005336598,0.003056772,0.009289696,0.003627462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.006483162,0.008422804,0.01607694,0.004115254,0.0001016374,0.001971286,0.7492159,0.000568098,0.006897667,0.001694902,0.007037127,0.1974151],"study_design_scores_gemma":[0.002644826,0.03396292,0.06461801,0.003682799,0.0003795207,0.001406152,0.7547471,0.0006596283,0.01749707,0.001703824,0.1182809,0.0004173309],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715552,0.001208298,0.002978835,0.004248127,0.0003070637,0.005642114,0.0004284272,0.0001417676,0.0134902],"genre_scores_gemma":[0.9792306,0.001303629,0.003429828,0.001070364,0.0001201599,0.008250222,0.0002238554,0.00008134208,0.006290154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04271533,"threshold_uncertainty_score":0.2259029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2220741713112855,"score_gpt":0.5129052210140256,"score_spread":0.29083104970274,"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."}}