{"id":"W7060725539","doi":"","title":"Open innovation: aligning mechanisms with project attributes","year":2024,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Set (abstract data type); Process (computing); Key (lock); Identification (biology); Perspective (graphical); Feature (linguistics)","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":[0.03464173,0.0005131525,0.0004997332,0.005149153,0.00217543,0.01468119,0.00275108,0.001853424,0.008914896],"category_scores_gemma":[0.1289146,0.000841125,0.0006369881,0.004326325,0.002625457,0.02183155,0.01373642,0.00232016,0.002492859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002109051,"about_ca_system_score_gemma":0.003826659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008793863,"about_ca_topic_score_gemma":0.0007584094,"domain_scores_codex":[0.9742993,0.009588771,0.003261344,0.0030725,0.007394835,0.002383187],"domain_scores_gemma":[0.8724967,0.04880996,0.02231416,0.02936946,0.01691156,0.01009816],"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":[0.0009110279,0.0008918458,0.06503907,0.000420473,0.00009761006,0.0001676128,0.006989751,0.007691506,0.008319671,0.339646,0.008676955,0.5611485],"study_design_scores_gemma":[0.0003764669,0.001807985,0.05576828,0.0009544563,0.0002856026,0.0007937534,0.01708953,0.1150834,0.02347187,0.613821,0.1700928,0.0004548869],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2523659,0.0004791321,0.6445821,0.004467155,0.0003586621,0.0009984409,0.0003354778,0.005725305,0.09068784],"genre_scores_gemma":[0.9096991,0.0001439782,0.08327295,0.0001676886,0.00007695529,0.0005883902,0.000239687,0.000579498,0.005231814],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03464173,"threshold_uncertainty_score":0.1832051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04664987926911303,"score_gpt":0.3120192566223446,"score_spread":0.2653693773532316,"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."}}