{"id":"W7039916395","doi":"","title":"A Multiple Perspective Study of Specific Language Impairment and Verbal Communication: Exploring Perceptions of Collaborative Learning","year":2021,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Topological and Geometric Data Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Perspective (graphical); Perception; Point (geometry); Government (linguistics); Qualitative research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005986839,0.0001892963,0.0004421287,0.0005600436,0.0002381394,0.00007289598,0.0007188446,0.00009698126,0.000160332],"category_scores_gemma":[0.00004907032,0.0001983094,0.0001072347,0.002452549,0.00007867615,0.001142788,0.0005863961,0.0003258076,0.000002726333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007629415,"about_ca_system_score_gemma":0.0001110885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005433141,"about_ca_topic_score_gemma":0.0003672848,"domain_scores_codex":[0.9985366,0.0003840566,0.0001868174,0.0004612282,0.00028409,0.0001471765],"domain_scores_gemma":[0.9985563,0.0002511206,0.000311086,0.0005655517,0.0002293701,0.00008659095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005901663,0.004990687,0.1180613,0.0002932251,0.001909673,0.0004503583,0.8259996,0.001069175,0.0001693929,0.03311267,0.00837685,0.004976941],"study_design_scores_gemma":[0.0006321276,0.0005064122,0.1063025,0.0000771513,0.00009616925,1.839895e-7,0.8902998,0.000043069,0.0003683752,0.00004505272,0.001397274,0.0002318603],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951513,0.000374299,0.0006298675,0.001293163,0.0000568777,0.0002880532,0.00006346383,0.00008119654,0.002061794],"genre_scores_gemma":[0.9819714,0.001670928,0.004000403,0.000003723033,0.00001283253,0.000003005323,0.0002827932,0.000008977319,0.01204596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06430018,"threshold_uncertainty_score":0.821332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01226446405797784,"score_gpt":0.2234633792573341,"score_spread":0.2111989151993563,"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."}}