{"id":"W4239137968","doi":"10.1007/978-1-4939-7131-2_100676","title":"Mobile Recommendation","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Environmental science; Business","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":[0.0003288795,0.001307584,0.0009014133,0.001796791,0.0009357825,0.002494355,0.001224561,0.001562118,0.1636368],"category_scores_gemma":[0.001034209,0.0005199187,0.0006187446,0.003261614,0.0003379935,0.003433203,0.001382886,0.00158766,0.1653046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006411911,"about_ca_system_score_gemma":0.0005723335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001920765,"about_ca_topic_score_gemma":0.005269843,"domain_scores_codex":[0.9996679,0.00003039101,0.00001220662,0.00007858538,0.0001812863,0.00002976774],"domain_scores_gemma":[0.9997308,0.00005247491,0.000009623859,0.00007763192,0.00009549863,0.00003395047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002110217,0.00005127082,0.00008454677,0.0003076815,0.00002077521,0.0000398243,0.00006309847,0.0005206866,0.002117603,0.02052918,0.3403851,0.6358591],"study_design_scores_gemma":[0.000004847314,0.00002596639,0.0001859196,0.0001324666,0.00001350925,0.0002059657,0.00003058543,0.001719281,0.0008352879,0.007477831,0.9893527,0.00001573183],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00207119,0.03641365,0.1053983,0.002781387,0.004983926,0.0002256354,0.001393195,0.00445689,0.8422758],"genre_scores_gemma":[0.005889194,0.01403994,0.02058194,0.0007881105,0.001020044,0.00007087395,0.001252924,0.0004016114,0.9559554],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1636368,"threshold_uncertainty_score":0.5474197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03023476631289489,"score_gpt":0.2619004238695052,"score_spread":0.2316656575566103,"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."}}