{"id":"W1503225350","doi":"","title":"Process-based Learning: A Model of Collaboration","year":2009,"lang":"en","type":"article","venue":"","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"","keywords":"Experiential learning; Bachelor; Collaborative learning; Cooperative learning; Medical education; Process (computing); Learning community; Pedagogy; Mathematics education; Psychology; Computer science; Teaching method; Medicine; Political science","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":[0.007767424,0.001470676,0.0006654882,0.003362189,0.003690105,0.0141797,0.004132527,0.004935861,0.01126341],"category_scores_gemma":[0.0117475,0.00078271,0.002111661,0.003191415,0.01480835,0.01704126,0.005418233,0.003245439,0.002520506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00597674,"about_ca_system_score_gemma":0.007436058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005379667,"about_ca_topic_score_gemma":0.002150644,"domain_scores_codex":[0.9895264,0.006467088,0.0004392879,0.001253222,0.001688362,0.0006256422],"domain_scores_gemma":[0.9873078,0.008482224,0.0009463106,0.001154494,0.001059991,0.001049145],"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":[0.00003841902,0.000116266,0.0007882921,0.000166501,0.00003245088,0.0003521651,0.00935539,0.007187414,0.0003187615,0.9678589,0.000791691,0.01299376],"study_design_scores_gemma":[0.0001364492,0.0001996577,0.000382832,0.0002535289,0.00004478031,0.0005068311,0.00286641,0.04364062,0.0004103917,0.9081677,0.04333632,0.00005439931],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01931248,0.00134019,0.7531741,0.008363361,0.0002433713,0.0007441397,0.0001225331,0.0005133215,0.2161866],"genre_scores_gemma":[0.6298575,0.002570291,0.3334079,0.0009528934,0.0002589854,0.002283097,0.0002425574,0.0001617525,0.03026501],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0141797,"threshold_uncertainty_score":0.04336447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03811172418341015,"score_gpt":0.4485602874413885,"score_spread":0.4104485632579783,"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."}}