{"id":"W2994308510","doi":"10.29173/jchla29424","title":"LinkedIn Learning Product Review","year":2019,"lang":"fr","type":"article","venue":"Journal of the Canadian Health Libraries Association / Journal de l Association de bilbiothèques de la santé du Canada","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Product (mathematics); Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02045907,0.0003786587,0.0009187622,0.0003442774,0.001831261,0.003751973,0.001623346,0.000496446,0.001026138],"category_scores_gemma":[0.01928285,0.0003548556,0.0004476299,0.001335409,0.00004925389,0.00291024,0.0001287036,0.00477145,0.00002701544],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.05317372,"about_ca_system_score_gemma":0.125572,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2866338,"about_ca_topic_score_gemma":0.267807,"domain_scores_codex":[0.9851688,0.008971279,0.001910209,0.0003103797,0.001800812,0.001838482],"domain_scores_gemma":[0.9851959,0.002870145,0.007749965,0.000322562,0.001947733,0.001913708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008684055,0.00003919004,0.2833362,0.0003324194,0.0002608136,0.00005718625,0.003315218,0.001414118,0.000005396063,0.003567563,0.7037308,0.00393238],"study_design_scores_gemma":[0.0005239256,0.0001452485,0.08689774,0.002236795,0.000099323,0.001347782,0.0009742711,0.001164409,0.00002240389,0.0009333281,0.9053206,0.0003341679],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02053962,0.4772184,0.000243181,0.4769146,0.01475486,0.0006793611,0.00004780623,0.00003958397,0.009562542],"genre_scores_gemma":[0.3904863,0.4274929,0.005857063,0.1049333,0.009094377,0.00001022756,0.00001754682,0.0001317514,0.06197661],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3719814,"threshold_uncertainty_score":0.9998903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0082664235697075,"score_gpt":0.2568568602188233,"score_spread":0.2485904366491158,"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."}}