{"id":"W4401127246","doi":"10.69554/xqeh4764","title":"Cultivating a community from collaboration: The secret to a strong vertical video strategy and system","year":2024,"lang":"en","type":"article","venue":"Journal of education advancement & marketing.","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Set (abstract data type); Key (lock); Reflection (computer programming); Computer science; Social media; Multimedia; Public relations; Knowledge management; World Wide Web; Political science; Computer security","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":[0.004415838,0.00008459487,0.0001168403,0.00007724498,0.0008103179,0.0005243329,0.0001790059,0.00003001659,0.0004042891],"category_scores_gemma":[0.001322253,0.00006462597,0.00003353113,0.000389649,0.00005458717,0.0005129765,0.00003654617,0.0003463255,0.000009779392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004500975,"about_ca_system_score_gemma":0.001105508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004544483,"about_ca_topic_score_gemma":0.0001950024,"domain_scores_codex":[0.9974555,0.00147995,0.0004120535,0.0001040433,0.0003989495,0.0001495011],"domain_scores_gemma":[0.9976775,0.001483288,0.000151447,0.0001319051,0.0003984974,0.0001573421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006165392,0.001041113,0.01089423,0.0005112405,0.000466484,0.000009340985,0.2571782,0.0009163481,0.002574982,0.1298557,0.2056749,0.3902609],"study_design_scores_gemma":[0.000108405,0.00006134027,0.00778959,0.0004728534,0.00004460524,0.000002881711,0.3933765,0.00008661582,0.0000183159,0.0001545361,0.5978073,0.00007704757],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9166326,0.00277806,0.002193426,0.05134521,0.003811582,0.0004689846,0.000008240316,0.00003916058,0.02272272],"genre_scores_gemma":[0.9962348,0.0002326415,0.001358413,0.0003678716,0.0008504257,0.00002783031,0.000004405098,0.000008560828,0.000915002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3921324,"threshold_uncertainty_score":0.6232392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04008243483422478,"score_gpt":0.3900120279856542,"score_spread":0.3499295931514294,"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."}}