{"id":"W3215348957","doi":"10.21432/cjlt27895","title":"Analysis of Facebook in the Teaching-Learning Process about Mathematics Through Data Science","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bachelor; Publishing; Context (archaeology); Mathematical finance; Computer science; Mathematics education; Process (computing); Educational technology; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.005316316,0.0001919597,0.0002649722,0.001543683,0.001653304,0.002799454,0.000411269,0.0004391399,0.003077327],"category_scores_gemma":[0.03287034,0.0001483256,0.0002069761,0.001016539,0.001984813,0.002245841,0.001403659,0.0009238732,0.0003725382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001821933,"about_ca_system_score_gemma":0.001367014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002252079,"about_ca_topic_score_gemma":0.002890731,"domain_scores_codex":[0.9928638,0.005132528,0.0002212666,0.0002737737,0.001150141,0.0003586357],"domain_scores_gemma":[0.9245215,0.06354913,0.006217998,0.001298052,0.002584134,0.001829169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003806262,0.002039282,0.589143,0.000502695,0.00007695687,0.0004964316,0.2508925,0.001109711,0.002180455,0.01136465,0.00174011,0.1400736],"study_design_scores_gemma":[0.00003137115,0.0005408516,0.6629472,0.0003644454,0.00006853991,0.0003039712,0.3040119,0.007650243,0.003748371,0.004481021,0.01579213,0.0000599141],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925368,0.0000718805,0.0006846678,0.000529179,0.000006930235,0.00005084012,0.00004442583,0.000009006739,0.006066103],"genre_scores_gemma":[0.998835,0.0000714587,0.0004000242,0.00003957707,0.00000587581,0.00004831879,0.0000250391,0.00000401385,0.0005707041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005316316,"threshold_uncertainty_score":0.02811569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02028244704259669,"score_gpt":0.3159658252785685,"score_spread":0.2956833782359718,"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."}}