{"id":"W3214087792","doi":"10.1007/978-3-030-90677-1_4","title":"Make It Matter: A Collaborative Student-Led Engagement and Persistence Program","year":2021,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"The arts; Language arts; Variety (cybernetics); Mathematics education; English language; Persistence (discontinuity); Quarter (Canadian coin); Value (mathematics); Process (computing); Psychology; Event (particle physics); Pedagogy; Computer science; Engineering; Visual arts; Geography; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002676883,0.0004278598,0.0002591464,0.0004532129,0.004080348,0.003810501,0.002454645,0.001582115,0.01375154],"category_scores_gemma":[0.00367126,0.000211109,0.0004710139,0.000411962,0.001397267,0.002426121,0.008516233,0.003324132,0.002990354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001135631,"about_ca_system_score_gemma":0.00491237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001183617,"about_ca_topic_score_gemma":0.004385694,"domain_scores_codex":[0.9986677,0.0003956223,0.00002655747,0.0002567386,0.0003615225,0.0002917701],"domain_scores_gemma":[0.9961997,0.0008663753,0.0001235254,0.0003407933,0.0002489737,0.002220626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004153961,0.02112314,0.004328483,0.0001503921,0.00004266372,0.0003122534,0.01509236,0.001164517,0.003939966,0.03494154,0.1420713,0.7764179],"study_design_scores_gemma":[0.001606301,0.006396205,0.03308389,0.0003196163,0.000171366,0.0008817907,0.04650483,0.01245399,0.01644943,0.1385355,0.7434412,0.000155795],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4912578,0.0006859848,0.05973024,0.02674975,0.001509835,0.001624256,0.0003261995,0.002040684,0.4160752],"genre_scores_gemma":[0.6618724,0.0006672737,0.05122961,0.004141891,0.0003582934,0.00218306,0.0006143035,0.0004946637,0.2784386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01375154,"threshold_uncertainty_score":0.04600346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04754728610904362,"score_gpt":0.3539484744318842,"score_spread":0.3064011883228406,"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."}}