{"id":"W1520721941","doi":"10.21432/t2259r","title":"Embedded or linked learning objects: Implications for content development, course design and classroom use","year":2007,"lang":"fr","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Ligne; Psychology; Context (archaeology); Humanities; Learning object; Pedagogy; Sociology; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.001925166,0.0002270578,0.0003792769,0.0009038727,0.001218554,0.0005035671,0.000370385,0.0003982735,0.00003589796],"category_scores_gemma":[0.002848947,0.0002260784,0.00004853176,0.0007270068,0.0003891765,0.0005010677,0.0000587451,0.001457865,0.000007110741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002131042,"about_ca_system_score_gemma":0.004004121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002771009,"about_ca_topic_score_gemma":0.003666302,"domain_scores_codex":[0.9979662,0.0001943138,0.0006423274,0.0003391821,0.00009526419,0.0007627078],"domain_scores_gemma":[0.9967582,0.000848759,0.0006173326,0.0001435051,0.000861428,0.0007707487],"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":[0.00008944555,0.0000812346,0.2543523,0.00008570887,0.0002884143,0.0001851717,0.01243928,0.0008711939,0.001229446,0.03477934,0.00171676,0.6938817],"study_design_scores_gemma":[0.002116592,0.001967581,0.03776066,0.0007107483,0.0001461115,0.003976522,0.05088437,0.00421661,0.0004355276,0.001090436,0.8960239,0.0006709865],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3169951,0.01185559,0.6242002,0.04404535,0.001629189,0.0006518078,0.000002568346,0.0001266849,0.000493497],"genre_scores_gemma":[0.8768384,0.0004781866,0.1097142,0.0001373632,0.0001145212,0.000009421953,0.000003133799,0.00003038934,0.01267437],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8943071,"threshold_uncertainty_score":0.9372255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09094334206904907,"score_gpt":0.3129376523007713,"score_spread":0.2219943102317222,"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."}}