{"id":"W2991739373","doi":"10.15173/sciential.v1i3.2276","title":"Interview with Dr. Ayesha Khan on Science Meets Community","year":2019,"lang":"en","type":"article","venue":"Sciential - McMaster Undergraduate Science Journal","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Science education; Sociology; Community education; Pedagogy; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003846622,0.000474477,0.0007626514,0.000867094,0.02069489,0.003244063,0.001208608,0.008655705,0.0206983],"category_scores_gemma":[0.01181234,0.000677079,0.000367002,0.001013423,0.003221022,0.004116365,0.003728417,0.01755221,0.004270094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008791774,"about_ca_system_score_gemma":0.009233562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09439269,"about_ca_topic_score_gemma":0.1294393,"domain_scores_codex":[0.9965161,0.001656037,0.0001144402,0.0002482811,0.0005524694,0.0009125844],"domain_scores_gemma":[0.9900023,0.003013504,0.0005321187,0.0001487959,0.002133248,0.004169959],"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":[0.0001149346,0.0001894565,0.004318925,0.0002062858,0.000009541725,0.003259,0.2459651,0.0001310975,0.001233899,0.004020624,0.7251868,0.01536448],"study_design_scores_gemma":[0.00001752643,0.0001126529,0.003637809,0.0001981566,0.000003963495,0.0009228877,0.4544569,0.0002071315,0.0002136719,0.0005485185,0.5396092,0.00007155603],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0615563,0.002296729,0.0005355954,0.8951647,0.00505374,0.0003138676,0.0006002103,0.00007644943,0.03440244],"genre_scores_gemma":[0.3149824,0.003259573,0.0007607976,0.5784459,0.001564193,0.000674383,0.0001763414,0.00009493699,0.1000415],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09439269,"threshold_uncertainty_score":0.1876865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04862435233625723,"score_gpt":0.3272692298757668,"score_spread":0.2786448775395096,"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."}}