{"id":"W3039717313","doi":"10.1145/3394332.3402895","title":"Personalisation and Community 2020: User Modelling and Social Connections in Web Science, Healthcare and Education","year":2020,"lang":"en","type":"article","venue":"","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ayogo (Canada)","funders":"","keywords":"Personalization; Computer science; Key (lock); World Wide Web; Health care; Knowledge management; Internet privacy","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":[0.006644716,0.0003945419,0.000280855,0.001557702,0.001978636,0.00660309,0.0009330039,0.001804806,0.005533409],"category_scores_gemma":[0.01295857,0.0003374136,0.0008339054,0.00123008,0.003650851,0.01156035,0.005463387,0.001679253,0.0006305794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001837811,"about_ca_system_score_gemma":0.001443402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006132152,"about_ca_topic_score_gemma":0.006476229,"domain_scores_codex":[0.9958826,0.003255451,0.00009853207,0.0003509413,0.0002717868,0.0001407772],"domain_scores_gemma":[0.9911031,0.00623705,0.0004718136,0.001044726,0.000403447,0.000739885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004879883,0.0007041442,0.08772293,0.000509495,0.000195128,0.0006955406,0.1888638,0.02446987,0.002180776,0.4749895,0.008607103,0.2105735],"study_design_scores_gemma":[0.00006243437,0.0003951196,0.02843213,0.0007208043,0.0001253558,0.0009498598,0.07739657,0.2115075,0.001500368,0.5796582,0.09908134,0.0001703429],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.681787,0.001907852,0.192341,0.01883581,0.000192792,0.0003105699,0.0005927539,0.0008832386,0.103149],"genre_scores_gemma":[0.9761091,0.0003073149,0.01952835,0.0001675582,0.00002236355,0.00009217874,0.000169792,0.00007356612,0.003529797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006644716,"threshold_uncertainty_score":0.03514099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2283884460587891,"score_gpt":0.4281697859082981,"score_spread":0.199781339849509,"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."}}