{"id":"W3132688095","doi":"10.1007/978-981-15-9789-3_8","title":"Design Thinking Through Passion-Based Learning","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Passion; Mathematics education; Computer science; Epistemology; Sociology; Psychology; Social psychology; Philosophy","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":[0.001264921,0.0008662398,0.0003327911,0.0007033836,0.001028856,0.004387172,0.001129403,0.001153716,0.01225945],"category_scores_gemma":[0.002095277,0.0003554623,0.0005173144,0.0007565536,0.006439472,0.005785379,0.001725675,0.002755803,0.002195698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001814362,"about_ca_system_score_gemma":0.001295392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008843527,"about_ca_topic_score_gemma":0.001479521,"domain_scores_codex":[0.999081,0.0004838596,0.00002456333,0.0001027002,0.000269677,0.00003824049],"domain_scores_gemma":[0.9991162,0.0006070768,0.00002775339,0.0001180511,0.00009274621,0.00003811335],"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":[0.000002681433,0.00001122846,0.00002687884,0.00005627687,0.000003638666,0.00001751929,0.001445958,0.001025001,0.0001675505,0.9682206,0.004218988,0.02480375],"study_design_scores_gemma":[0.00000475618,0.00001100933,0.00003527073,0.00009799023,0.000003382103,0.00005394494,0.0004311061,0.002004414,0.0003913807,0.8768106,0.1201513,0.00000485788],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004334854,0.002399462,0.3663481,0.002861532,0.0002961122,0.0000680466,0.00003338294,0.0002107974,0.6234478],"genre_scores_gemma":[0.2219501,0.005843396,0.2500299,0.0009512668,0.0002811622,0.0003956268,0.0001796455,0.0004018268,0.5199671],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01225945,"threshold_uncertainty_score":0.04101193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06569510187420888,"score_gpt":0.308444609359727,"score_spread":0.2427495074855181,"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."}}