{"id":"W4283360637","doi":"10.2196/33847","title":"Personalized Recommendations for Physical Activity e-Coaching (OntoRecoModel): Ontological Modeling","year":2022,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Ontology; Semantic reasoner; SPARQL; World Wide Web; Information retrieval; Semantic Web; RDF; Artificial intelligence","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":[0.001552049,0.000508582,0.0003646639,0.001783567,0.0008809264,0.002330779,0.001496896,0.001069351,0.002462407],"category_scores_gemma":[0.002584978,0.0004656645,0.002097467,0.001482435,0.0006105746,0.002558874,0.001727931,0.001169955,0.0008811636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001866615,"about_ca_system_score_gemma":0.002247846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02818733,"about_ca_topic_score_gemma":0.03957808,"domain_scores_codex":[0.9989508,0.0002987662,0.0001413928,0.0002098753,0.0003005798,0.00009853052],"domain_scores_gemma":[0.9992521,0.0002792738,0.00007793865,0.0001711444,0.0001651397,0.00005444654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002033368,0.0007392966,0.01449498,0.0009358267,0.0003617491,0.001388379,0.002675425,0.1860119,0.008260521,0.4983564,0.02193776,0.2646344],"study_design_scores_gemma":[0.00002858075,0.00005079845,0.003912111,0.0002937274,0.0001627356,0.0004954418,0.0006800885,0.7351246,0.003491497,0.1046113,0.151074,0.00007500361],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01978132,0.0005655953,0.9511475,0.001324277,0.0001063237,0.0007559293,0.003075389,0.002626346,0.02061747],"genre_scores_gemma":[0.1880672,0.001163017,0.7936214,0.0004228469,0.00004166874,0.0008257815,0.006056792,0.0002749545,0.009526317],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02818733,"threshold_uncertainty_score":0.05604655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07408475717768545,"score_gpt":0.3537388151013152,"score_spread":0.2796540579236297,"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."}}